From 67b553688da393909a66a7221c150cef885238ee Mon Sep 17 00:00:00 2001
From: Yuuuu <1569752928@qq.com>
Date: Wed, 18 Mar 2026 22:24:47 +0800
Subject: [PATCH] Refactor AI PMO services and harden ingress error handling

---
 .openclaw/pmflow-routing-rules.json           |  10 +
 .tmp/feishu_case1_v4.html                     |   1 +
 .tmp/feishu_case1_v4.png                      | Bin 0 -> 30141 bytes
 .tmp/feishu_case2_fail.html                   |  26 ++
 .tmp/feishu_case2_fail.png                    | Bin 0 -> 39141 bytes
 .tmp/feishu_case2_v4.html                     |  25 ++
 .tmp/feishu_case2_v4.png                      | Bin 0 -> 119958 bytes
 .tmp/p0_feishu_reply_validation.png           | Bin 0 -> 79410 bytes
 .tmp/p1_real_validate.py                      | 313 +++++++++++++++++
 .tmp/p1_real_validate_v4.py                   | 330 ++++++++++++++++++
 .tmp/real_feishu_case_1.png                   | Bin 0 -> 73021 bytes
 .tmp/real_feishu_case_2.png                   | Bin 0 -> 168006 bytes
 .tmp/real_feishu_case_3.png                   | Bin 0 -> 66560 bytes
 .tmp/real_feishu_case_4.png                   | Bin 0 -> 69579 bytes
 .tmp/real_feishu_case_5.png                   | Bin 0 -> 75757 bytes
 .tmp/run_feishu_case.py                       | 291 +++++++++++++++
 AGENTS.md                                     |   1 +
 CLAUDE.md                                     | 146 ++++----
 backend/.openclaw/pmflow-routing-rules.json   |  10 +
 ...d_ai_orchestration_ingress_async_fields.py | 165 +++++++++
 backend/app/api/ai_pmo_api/shared.py          |   4 +-
 backend/app/api/ai_steward_api/shared.py      |   8 +-
 backend/app/api/feishu_api/config_routes.py   |   4 +-
 .../api/feishu_api/long_connection_routes.py  |   2 +-
 backend/app/api/feishu_api/message_routes.py  |   2 +-
 backend/app/api/feishu_api/test_routes.py     |   4 +-
 backend/app/api/knowledge_graph.py            |   2 +-
 .../app/api/model_capability_api/shared.py    |   6 +-
 backend/app/api/model_routing.py              |   2 +-
 backend/app/api/projects_api/__init__.py      |   4 +-
 backend/app/api/projects_api/helpers.py       |   3 +-
 backend/app/api/projects_api/shared.py        |   2 +-
 backend/app/api/prompt_profiles.py            |   2 +-
 backend/app/api/rag_api/shared.py             |   2 +-
 backend/app/api/scheduler.py                  |   4 +-
 backend/app/api/signals_api/ingest_fetch.py   |   8 +-
 backend/app/api/skill_tags_api/routes.py      |   2 +-
 .../app/api/sstc_api/charters_ai_alignment.py |   4 +-
 .../api/sstc_api/charters_detail_update.py    |  23 +-
 .../app/api/sstc_api/releases_list_create.py  |  38 +-
 backend/app/api/sstc_api/shared.py            |   4 +-
 .../app/api/sstc_api/tasks_ai_breakdown.py    |  40 ++-
 backend/app/api/tasks.py                      |   2 +-
 backend/app/api/users_api/shared.py           |   2 +-
 backend/app/api/webhooks.py                   |   2 +-
 backend/app/api/wecom_api/config.py           |   2 +-
 backend/app/api/wecom_api/messaging.py        |   2 +-
 backend/app/api/wecom_api/webhook.py          |   2 +-
 backend/app/config/ai_prompts.py              |   6 +
 .../app/config/ai_prompts_catalog/__init__.py |  12 +
 .../app/config/ai_prompts_catalog/part_01.py  |   8 +
 .../app/config/ai_prompts_catalog/part_02.py  |  32 +-
 .../app/config/ai_prompts_catalog/part_03.py  |   4 +-
 .../ai_prompts_catalog/part_scenes_01.py      |  22 ++
 .../ai_prompts_catalog/part_scenes_02.py      |  27 ++
 .../ai_prompts_catalog/part_scenes_03.py      |  23 ++
 .../ai_prompts_catalog/part_scenes_04.py      |  21 ++
 .../ai_prompts_catalog/part_scenes_05.py      |  21 ++
 .../ai_prompts_catalog/part_scenes_06.py      |  24 ++
 .../app/core/startup/ai_pmo_ingress_async.py  |  30 ++
 backend/app/core/startup/feishu_outbox.py     |   2 +-
 .../app/core/startup/world_model_warmup.py    |   2 +-
 backend/app/main.py                           |  10 +-
 backend/app/models/ai_orchestration_run.py    |  24 +-
 .../mixin_answer_entry.py                     |  37 +-
 .../mixin_answer_retrieval.py                 |   9 +-
 .../mixin_deep_guard_answer.py                | 189 +++++++++-
 .../mixin_deep_guard_rules.py                 |   9 +-
 .../adaptive_rag_service/mixin_ingest.py      |  17 +-
 .../adaptive_rag_service/shared_imports.py    |  15 +-
 .../adaptive_rag_service/shared_part_02.py    |   3 +
 .../adaptive_rag_service/shared_utils.py      |   2 +
 .../ai_orchestration_run/ingress_worker.py    | 265 ++++++++++++++
 .../services/ai_orchestration_run/service.py  | 324 ++++++++++++++++-
 backend/app/services/ai_pmo/__init__.py       |   1 +
 .../{ => ai_pmo}/ai_pmo_cadence/__init__.py   |   0
 .../ai_pmo_cadence/mixin_builders.py          |   0
 .../ai_pmo_cadence/mixin_program_view.py      |   0
 .../ai_pmo_cadence/mixin_queries_a.py         |   0
 .../ai_pmo_cadence/mixin_queries_b.py         |   0
 .../ai_pmo_cadence/mixin_snapshots.py         |   0
 .../{ => ai_pmo}/ai_pmo_cadence/service.py    |   0
 .../{ => ai_pmo}/ai_pmo_cadence/shared.py     |   4 +-
 .../{ => ai_pmo}/ai_pmo_decision/__init__.py  |   0
 .../{ => ai_pmo}/ai_pmo_decision/engine.py    |   0
 .../{ => ai_pmo}/ai_pmo_decision/policy.py    |  31 +-
 .../{ => ai_pmo}/ai_pmo_decision/shared.py    |   0
 .../ai_pmo_decision/simulation.py             |   0
 .../{ => ai_pmo}/ai_pmo_decision/strategic.py |   0
 .../{ => ai_pmo}/ai_pmo_decision/tactical.py  |   0
 .../{ => ai_pmo}/ai_pmo_intent/__init__.py    |   0
 .../ai_pmo_intent/intent_resolver.py          |   3 +-
 .../{ => ai_pmo}/ai_pmo_intent/models.py      |   4 +
 .../ai_pmo_intent/route_resolver.py           |  81 ++---
 .../{ => ai_pmo}/ai_pmo_intent/shared.py      |   5 +-
 .../{ => ai_pmo}/ai_pmo_kernel/__init__.py    |   9 +-
 .../ai_pmo_kernel/ai_agent_kernel.py          |   0
 .../ai_pmo_kernel/ai_pmo_domain_workflow.py   |   2 +-
 .../ai_pmo_kernel/ai_pmo_kernel_runtime.py    |  11 +-
 .../ai_pmo_kernel/ai_pmo_reply_renderer.py    |   0
 .../ai_pmo_kernel/ai_pmo_review_service.py    |   2 +-
 .../ai_pmo_kernel/ai_pmo_typed_executor.py    |   0
 .../ai_pmo_typed_executor_common.py           |  20 +-
 .../ai_pmo_typed_executor_mixins_parse.py     |   0
 .../ai_pmo_kernel/ai_pmo_workflow_runtime.py  |   4 +-
 .../ai_pmo_kernel/compositions/__init__.py    |  15 +
 .../ai_pmo_kernel/compositions/closure.py}    |   6 +-
 .../ai_pmo_kernel/compositions/followup.py    |  23 ++
 .../ai_pmo_kernel/compositions/ingress.py}    |   6 +-
 .../ai_pmo_kernel/compositions/intent.py}     |   6 +-
 .../compositions/world_model.py}              |   8 +-
 .../ai_pmo/ai_pmo_kernel/mixins/__init__.py   |   1 +
 .../ai_pmo_kernel/mixins/closure/__init__.py  |   1 +
 .../ai_pmo_kernel_mixins_closure_data.py      |   2 +-
 .../ai_pmo_kernel_mixins_closure_helpers.py   |   2 +-
 .../ai_pmo_kernel_mixins_closure_payload.py   |   2 +-
 .../ai_pmo_kernel/mixins/followup/__init__.py |   1 +
 ...o_kernel_mixins_followup_project_signal.py |   0
 ..._mixins_followup_project_signal_actions.py |   2 +-
 ...l_mixins_followup_project_signal_resume.py |   2 +-
 .../ai_pmo_kernel_mixins_followup_records.py  |   2 +-
 .../ai_pmo_kernel_mixins_followup_routing.py  |   2 +-
 ...pmo_kernel_mixins_followup_verification.py |   2 +-
 .../ai_pmo_kernel/mixins/ingress/__init__.py  |   1 +
 .../ai_pmo_kernel_mixins_ingress_render.py    |  13 +-
 .../ai_pmo_kernel_mixins_ingress_storage.py   |   2 +-
 .../ai_pmo_kernel/mixins/intent/__init__.py   |   1 +
 .../ai_pmo_kernel_mixins_intent_llm.py        |  86 +++--
 .../ai_pmo_kernel_mixins_intent_resolve.py    |  51 +++
 .../ai_pmo_kernel_mixins_intent_rules.py      | 112 +++++-
 .../mixins/world_model/__init__.py            |   1 +
 ...i_pmo_kernel_mixins_world_model_session.py |   2 +-
 .../ai_pmo_kernel_common_core/__init__.py     |   0
 .../ai_pmo_kernel_common_core/constants.py    |   6 +-
 .../ai_pmo_kernel_common_core/env.py          |   4 +-
 .../ai_pmo_kernel_common_core/helpers.py      |   3 +
 .../ai_pmo_kernel_common_core/imports.py      |  24 +-
 .../ai_pmo_kernel_ingress_flow/__init__.py    |   0
 .../ai_pmo_kernel_ingress_flow/mixin_auto.py  |  49 +++
 .../ai_pmo_kernel_ingress_flow/mixin_entry.py | 118 ++++++-
 .../mixin_prepare_manual.py                   |   0
 .../ai_pmo_kernel_ingress_flow/service.py     |   0
 .../ai_pmo_kernel_ingress_flow/shared.py      |   2 +
 .../__init__.py                               |   0
 .../mixin_basics.py                           |   0
 .../mixin_project.py                          |   0
 .../service.py                                |   0
 .../shared.py                                 |   3 +
 .../__init__.py                               |   0
 .../mixin_builder.py                          |   0
 .../mixin_cache.py                            |   0
 .../mixin_project.py                          |   0
 .../ai_pmo_kernel_world_model_core/service.py |   0
 .../ai_pmo_kernel_world_model_core/shared.py  |   3 +
 .../__init__.py                               |   0
 .../mixin_analysis.py                         |   0
 .../mixin_context.py                          |   0
 .../mixin_discover.py                         |   0
 .../service.py                                |   0
 .../ai_pmo_typed_executor_discovery/shared.py |   0
 .../ai_pmo_typed_executor_execute/__init__.py |   0
 .../mixin_execute_query_project.py            |   1 +
 .../mixin_execute_signal_create.py            |   0
 .../mixin_execute_signal_source.py            |   0
 .../mixin_helpers.py                          |   3 +-
 .../ai_pmo_typed_executor_execute/service.py  |   0
 .../ai_pmo_typed_executor_execute/shared.py   |   0
 .../ai_pmo_kernel_mixins_followup.py          |  19 -
 .../ai_pmo_kernel_mixins_intent_resolve.py    |  66 ----
 .../ai_service_core/mixin_business_tasks.py   |  70 +++-
 .../services/context_cache_service/shared.py  |   2 +
 backend/app/services/integrations/__init__.py |   1 +
 .../feishu_integration_service/__init__.py    |   0
 .../mixin_config.py                           |   3 +-
 .../mixin_message_payload.py                  |  11 +-
 .../mixin_receive.py                          |  10 +-
 .../mixin_receive_routing.py                  |   0
 .../mixin_reply_guard.py                      |   0
 .../mixin_reply_llm_core.py                   |  36 +-
 .../mixin_reply_outbox.py                     |   3 +-
 .../mixin_reply_templates.py                  |   0
 .../mixin_sender_resolution.py                |   0
 .../feishu_integration_service/mixin_trace.py |   0
 .../mixin_transport.py                        |   0
 .../feishu_integration_service/service.py     |   0
 .../feishu_integration_service/shared.py      |  15 +-
 .../feishu_long_connection_core/__init__.py   |   0
 .../feishu_long_connection_core/manager.py    |   0
 .../mixin_lifecycle.py                        |   0
 .../mixin_lifecycle_connection.py             |   0
 .../mixin_lifecycle_control.py                |   0
 .../mixin_runtime.py                          |   0
 .../feishu_long_connection_core/registry.py   |   0
 .../feishu_long_connection_core/shared.py     |   6 +-
 .../feishu_outbox/__init__.py                 |   0
 .../feishu_outbox/service.py                  |   2 +-
 .../feishu_signal_pipeline/__init__.py        |   0
 .../mixin_command_commit_project.py           |   0
 .../mixin_command_commit_task.py              |   0
 .../mixin_command_exec_core.py                |   0
 .../mixin_context_prefill_a.py                |   0
 .../mixin_context_prefill_b.py                |   0
 .../feishu_signal_pipeline/mixin_core_base.py |   0
 .../mixin_extraction.py                       |   0
 .../mixin_followup_a.py                       |   0
 .../mixin_followup_b.py                       |   0
 .../mixin_gate_dispatch.py                    |  14 +-
 .../mixin_gate_project.py                     |   0
 .../feishu_signal_pipeline/mixin_gate_task.py |   0
 .../mixin_intent_gate_core.py                 |   0
 .../mixin_intent_support.py                   |   0
 .../mixin_item_finalize_routing.py            |   0
 .../mixin_item_processing.py                  |   0
 .../mixin_lookup_and_block.py                 |   0
 .../mixin_message_utils_a.py                  |   0
 .../mixin_message_utils_b.py                  |   0
 .../mixin_persistence_lookup.py               |   0
 .../mixin_process_message_core.py             |   0
 .../mixin_process_message_default.py          | 103 ++++--
 .../mixin_process_message_helpers_a.py        |   0
 .../mixin_process_message_helpers_b.py        |   0
 .../mixin_queue_confirm_undo.py               |   0
 .../mixin_queue_read_write.py                 |   0
 .../mixin_routing_notify.py                   |   0
 .../mixin_serialization.py                    |   0
 .../mixin_task_command_queue.py               |   0
 .../feishu_signal_pipeline/service.py         |   0
 .../feishu_signal_pipeline/shared.py          |   0
 .../feishu_signal_pipeline/shared_core.py     |  31 +-
 .../shared_schema_utils.py                    |   0
 .../integration_core/__init__.py              |   0
 .../integration_core/lark_service.py          |   0
 .../integration_core/mixin_clients.py         |   0
 .../integration_core/mixin_health.py          |   0
 .../integration_core/mixin_lifecycle.py       |   0
 .../integration_core/mixin_sync.py            |   4 +-
 .../integration_core/plane_service.py         |   0
 .../integration_core/registry.py              |   0
 .../integration_core/schemas.py               |   0
 .../integration_core/service.py               |   0
 .../integration_core/shared.py                |   2 +-
 .../{ => integrations}/wecom/__init__.py      |   0
 .../{ => integrations}/wecom/service.py       |   4 +-
 .../llm_service/mixin_cache_circuit.py        |   3 +-
 .../services/llm_service/mixin_chat_openai.py | 103 +++---
 .../mixin_generate_db_structured.py           | 129 ++++++-
 .../llm_service/mixin_guardrails_prompt.py    |  40 ++-
 .../llm_service/mixin_openclaw_routing.py     |   5 +-
 .../mixin_structured_candidates.py            | 120 ++++++-
 .../mixin_structured_extract_object.py        | 101 ++++--
 .../llm_service/mixin_structured_parse.py     |  21 +-
 .../llm_service/mixin_tier_escalation.py      |  49 ++-
 backend/app/services/llm_service/shared.py    |   4 +
 .../services/llm_service/shared_part_01.py    |   5 +-
 .../services/llm_service/shared_part_02.py    |   4 +
 backend/app/services/model/__init__.py        |   1 +
 .../{ => model}/model_capability/__init__.py  |   0
 .../cost_optimization_service.py              |   2 +-
 .../model_capability/mixin_cost_tracking.py   |   2 +-
 .../model_capability/mixin_gap_queries.py     |   0
 .../model_capability/mixin_validation.py      |   0
 .../model_lifecycle_service.py                |   2 +-
 .../{ => model}/model_capability/service.py   |   0
 .../{ => model}/model_capability/shared.py    |   6 +-
 .../model_context_bundle/__init__.py          |   0
 .../model_context_bundle/mixin_build.py       |   2 +-
 .../model_context_bundle/mixin_core.py        |   0
 .../model_context_bundle/mixin_verify.py      |   0
 .../model_context_bundle/service.py           |   0
 .../model_context_bundle/shared.py            |   6 +-
 .../{ => model}/model_routing/__init__.py     |   0
 .../{ => model}/model_routing/service.py      |   4 +-
 .../{ => model}/prompt_profile/__init__.py    |   0
 .../{ => model}/prompt_profile/service.py     |   6 +-
 .../project_knowledge_graph_service/shared.py |   4 +-
 .../scheduler_center_core/ai_pmo_cadence.py   |  15 +-
 .../scheduler_center_core/knowledge_graph.py  |   9 +-
 .../services/scheduler_center_core/shared.py  |   2 +-
 backend/app/services/signal/__init__.py       |   1 +
 .../signal_capture_service/__init__.py        |   0
 .../external_fetcher.py                       |   0
 .../signal_capture_service/impact_analyzer.py |   0
 .../mixin_analysis_normalize.py               |   5 +-
 .../mixin_capture_entry.py                    | 305 ++++++++++++++++
 .../mixin_capture_legacy.py                   |   0
 .../mixin_external_sources.py                 |   0
 .../mixin_new_project.py                      |   0
 .../mixin_pipeline_cache.py                   |   0
 .../mixin_source_analyzers.py                 |   2 +-
 .../mixin_task_orchestration_main.py          |   0
 .../mixin_task_orchestration_skill.py         |   0
 .../mixin_task_orchestration_team.py          |   0
 .../signal_capture_service/service.py         |   0
 .../signal_capture_service/shared.py          |  28 +-
 .../{ => signal}/signal_planner/__init__.py   |   0
 .../signal_planner/mixin_analyze.py           |   0
 .../signal_planner/mixin_loaders.py           |   0
 .../signal_planner/mixin_prompt.py            |   0
 .../signal_planner/mixin_utils.py             |   0
 .../{ => signal}/signal_planner/service.py    |   0
 .../{ => signal}/signal_planner/shared.py     |  16 +-
 .../signal_strategic_analysis_service.py      |   4 +-
 .../signal_source_orchestration/__init__.py   |   0
 .../mixin_entry_orchestrate.py                |   0
 .../mixin_entry_terminal_a.py                 |   0
 .../mixin_entry_terminal_b.py                 |   0
 .../mixin_execute_isolation.py                |   0
 .../mixin_lookup_parse.py                     |   0
 .../mixin_planning_locator_roles.py           |   0
 .../mixin_planning_onboard.py                 |   0
 .../mixin_registry_execute.py                 |   0
 .../mixin_result_resolution.py                |   0
 .../mixin_result_run_updates.py               |   0
 .../mixin_worker_prompt_persist.py            |   0
 .../signal_source_orchestration/service.py    |   0
 .../signal_source_orchestration/shared.py     |  15 +-
 .../signal_source_repair/__init__.py          |   0
 .../signal_source_repair/errors.py            |   0
 .../signal_source_repair/mixin_capture.py     |   0
 .../signal_source_repair/mixin_data_access.py |   0
 .../signal_source_repair/mixin_persist.py     |   0
 .../signal_source_repair/mixin_repair.py      |   0
 .../signal_source_repair/mixin_utils.py       |   0
 .../signal_source_repair/service.py           |   0
 .../signal_source_repair/shared.py            |  10 +-
 .../{ => signal}/symbol_index/__init__.py     |   0
 .../symbol_index/mixin_parse_python.py        |   0
 .../symbol_index/mixin_parse_typescript.py    |   0
 .../symbol_index/mixin_query_overview.py      |   0
 .../symbol_index/mixin_serialize.py           |   0
 .../symbol_index/mixin_sync_core.py           |   0
 .../{ => signal}/symbol_index/service.py      |   0
 .../{ => signal}/symbol_index/shared.py       |   4 +-
 .../mixin_capture_entry.py                    | 173 ---------
 backend/app/services/skill/shared.py          |   3 +-
 backend/app/services/sstc/charter_data.py     |  13 +-
 backend/app/services/sstc/shared.py           |   6 +-
 .../sstc_service_core/mixin_build_views.py    |   2 +-
 .../sstc_service_core/mixin_fetch_core.py     |   2 +-
 .../app/services/sstc_service_core/service.py |   9 +
 .../app/services/sstc_service_core/shared.py  |   3 +
 .../sstc_service_core/shared_helpers.py       |   3 +
 backend/app/services/task_brief/__init__.py   |   8 +-
 .../services/task_persistence_core/persist.py |   2 +-
 .../workload/workload_alert_service.py        |   6 +-
 backend/scripts/p1_real_validate.py           | 313 +++++++++++++++++
 backend/tmp_p1_real_validate_v4.py            | 330 ++++++++++++++++++
 backend/tmp_run_feishu_case.py                | 291 +++++++++++++++
 docker-compose.dev.yml                        |  24 ++
 docker-compose.yml                            |  24 ++
 frontend/src/api/sstc.ts                      |   4 +
 .../components/sstc/SSTCCharterStagePanel.tsx | 113 +++++-
 .../sstc/SSTCExecutionBoardPanel.tsx          |  95 ++++-
 .../sstc/SSTCReleaseCreateDialog.tsx          |  44 ++-
 .../components/sstc/SSTCReleaseStagePanel.tsx |   1 +
 .../src/components/sstc/SSTCWorkspace.tsx     |   7 +
 .../sstc/useSSTCWorkspaceOrchestration.ts     | 179 +++++++++-
 .../pages/project-board/ProjectBoardPage.tsx  |   1 +
 frontend/tsconfig.tsbuildinfo                 |   2 +-
 359 files changed, 5574 insertions(+), 904 deletions(-)
 create mode 100644 .tmp/feishu_case1_v4.html
 create mode 100644 .tmp/feishu_case1_v4.png
 create mode 100644 .tmp/feishu_case2_fail.html
 create mode 100644 .tmp/feishu_case2_fail.png
 create mode 100644 .tmp/feishu_case2_v4.html
 create mode 100644 .tmp/feishu_case2_v4.png
 create mode 100644 .tmp/p0_feishu_reply_validation.png
 create mode 100644 .tmp/p1_real_validate.py
 create mode 100644 .tmp/p1_real_validate_v4.py
 create mode 100644 .tmp/real_feishu_case_1.png
 create mode 100644 .tmp/real_feishu_case_2.png
 create mode 100644 .tmp/real_feishu_case_3.png
 create mode 100644 .tmp/real_feishu_case_4.png
 create mode 100644 .tmp/real_feishu_case_5.png
 create mode 100644 .tmp/run_feishu_case.py
 create mode 100644 backend/alembic/versions/20260316_add_ai_orchestration_ingress_async_fields.py
 create mode 100644 backend/app/config/ai_prompts_catalog/part_scenes_01.py
 create mode 100644 backend/app/config/ai_prompts_catalog/part_scenes_02.py
 create mode 100644 backend/app/config/ai_prompts_catalog/part_scenes_03.py
 create mode 100644 backend/app/config/ai_prompts_catalog/part_scenes_04.py
 create mode 100644 backend/app/config/ai_prompts_catalog/part_scenes_05.py
 create mode 100644 backend/app/config/ai_prompts_catalog/part_scenes_06.py
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diff --git a/.openclaw/pmflow-routing-rules.json b/.openclaw/pmflow-routing-rules.json
index 0818c1d1..cd365b48 100644
--- a/.openclaw/pmflow-routing-rules.json
+++ b/.openclaw/pmflow-routing-rules.json
@@ -29,6 +29,16 @@
       "api_env": "OPENAI_API_KEY",
       "function_exact": "classify_intent_complex"
     },
+    {
+      "name": "engine_low_intent_kernel_exact",
+      "enabled": true,
+      "priority": 310,
+      "tier": "low",
+      "provider": "glm",
+      "model": "GLM-4.7",
+      "api_env": "GLM_API_KEY",
+      "function_exact": "classify_intent_ai_pmo_kernel"
+    },
     {
       "name": "engine_low_execute_glm_flash",
       "enabled": true,
diff --git a/.tmp/feishu_case1_v4.html b/.tmp/feishu_case1_v4.html
new file mode 100644
index 00000000..35bf9db7
--- /dev/null
+++ b/.tmp/feishu_case1_v4.html
@@ -0,0 +1 @@
+<!doctype html><html><head><meta charset="utf-8"><style>body{font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",sans-serif;padding:24px;background:#f5f7fb;color:#222}.card{background:#fff;border:1px solid #dbe2ea;border-radius:12px;padding:20px;max-width:900px}pre{white-space:pre-wrap;word-break:break-word;font-size:15px;line-height:1.5}.meta{color:#667085;font-size:13px;margin-bottom:10px}</style></head><body><div class="card"><h2>Case 1 回复</h2><div class="meta">source_message_id: real-scene-p1-v4-1-1773760579</div><pre>杨宇当前负载为 199.17%。根据系统快照，他身兼多职（FE, BOSS, AI, BE, ADMIN），负责 4 个项目，负载已严重超载，建议尽快进行任务调配。</pre></div></body></html>
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diff --git a/.tmp/feishu_case2_fail.html b/.tmp/feishu_case2_fail.html
new file mode 100644
index 00000000..33861985
--- /dev/null
+++ b/.tmp/feishu_case2_fail.html
@@ -0,0 +1,26 @@
+<!doctype html>
+<html lang="zh-CN">
+<head>
+  <meta charset="UTF-8" />
+  <title>Feishu 验收失败样本</title>
+  <style>
+    body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif; background:#f5f7fb; padding:24px; }
+    .card { background:#fff; border:1px solid #dfe4ea; border-radius:12px; padding:16px; max-width:900px; margin:0 auto; }
+    h1 { font-size:20px; margin:0 0 12px; }
+    .meta { color:#556; font-size:13px; margin-bottom:12px; }
+    .bubble { border-radius:10px; padding:12px 14px; margin:10px 0; white-space:pre-wrap; line-height:1.5; }
+    .user { background:#e9f2ff; border:1px solid #c8dcff; }
+    .bot { background:#f8f9fb; border:1px solid #e4e8ef; }
+    .fail { color:#b42318; font-weight:600; }
+  </style>
+</head>
+<body>
+  <div class="card">
+    <h1>真实飞书验收 - 失败证据（Case 2）</h1>
+    <div class="meta">source_message_id: real-scene-p1-v2-2-1773749870</div>
+    <div class="bubble user">最近AI行业有什么动态</div>
+    <div class="bubble bot">已收到，正在处理。</div>
+    <div class="bubble bot fail">模型调用失败：function=adaptive_rag_answer_normal, provider=glm, model=GLM-4.7, reason=LLM 返回空内容...</div>
+  </div>
+</body>
+</html>
diff --git a/.tmp/feishu_case2_fail.png b/.tmp/feishu_case2_fail.png
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diff --git a/.tmp/feishu_case2_v4.html b/.tmp/feishu_case2_v4.html
new file mode 100644
index 00000000..4af2d13f
--- /dev/null
+++ b/.tmp/feishu_case2_v4.html
@@ -0,0 +1,25 @@
+<!doctype html><html><head><meta charset="utf-8"><style>body{font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",sans-serif;padding:24px;background:#f5f7fb;color:#222}.card{background:#fff;border:1px solid #dbe2ea;border-radius:12px;padding:20px;max-width:900px}pre{white-space:pre-wrap;word-break:break-word;font-size:15px;line-height:1.5}.meta{color:#667085;font-size:13px;margin-bottom:10px}</style></head><body><div class="card"><h2>Case 2 回复</h2><div class="meta">source_message_id: real-scene-p1-v4-2-1773760726</div><pre>[行业动态]
+当前未接入实时数据，以下基于训练数据（截止2024年4月）：
+
+**大模型领域：**
+- GPT-4 Turbo、Claude 3、Gemini 1.5 Pro 等多模态大模型持续迭代，上下文窗口突破百万级
+- 开源模型快速追赶，Llama 3、Mistral、Qwen 等性能逼近闭源模型
+- 模型成本大幅下降，API 价格战激烈，Token 成本降低约 10 倍
+
+**应用落地趋势：**
+- AI Agent（智能体）成为主流方向，从单轮对话转向多步骤任务执行
+- RAG（检索增强生成）技术成熟，企业知识库问答成为标配场景
+- 垂直领域 AI 应用爆发：客服、法律、医疗、教育等场景深度渗透
+
+**行业监管：**
+- 欧盟 AI 法案正式通过，全球 AI 治理框架逐步成型
+- 中国发布生成式 AI 管理办法，合规要求趋严
+
+---
+
+[对项目的影响]
+对你们 **AI劝退助手** 项目的影响：
+
+1. **技术红利**：大模型成本下降、推理能力提升，可降低项目运营成本，支持更复杂的对话策略（如多轮情绪分析、个性化劝退话术生成）
+
+2. **竞争压力**：AI 应用门槛降低</pre></div></body></html>
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HcmV?d00001

diff --git a/.tmp/p1_real_validate.py b/.tmp/p1_real_validate.py
new file mode 100644
index 00000000..2c27de67
--- /dev/null
+++ b/.tmp/p1_real_validate.py
@@ -0,0 +1,313 @@
+import asyncio
+import json
+import time
+import urllib.request
+import urllib.parse
+from datetime import datetime
+from typing import Any, Optional
+
+from sqlalchemy import select, func
+
+from app.core.database import AsyncSessionLocal
+from app.models import AIOrchestrationRun, FeishuReplyOutbox, AIProcessingLog, AICallLog
+
+BASE = "http://127.0.0.1:8000"
+CHAT_ID = "oc_c487d87563e48c2f9566ccd5a758212c"
+SENDER = "P1验收机器人"
+
+CASES = [
+    {"idx": 1, "message": "杨宇现在负载多少", "expected_scene": "member_workload", "keys": ["杨宇", "负载"]},
+    {"idx": 2, "message": "最近AI行业有什么动态", "expected_scene": "external_trend", "keys": ["AI行业", "行业", "动态", "趋势"]},
+    {"idx": 3, "message": "帮我创建个项目叫路由验收测试，顺便问下现在有几个进行中的项目", "expected_scene": "mixed", "keys": ["顺便", "问题部分", "需求部分", "进行中的项目"]},
+    {"idx": 4, "message": "AI劝退助手项目进展怎么样", "expected_scene": "default", "keys": ["AI劝退助手", "进展怎么样", "项目进展"]},
+    {"idx": 5, "message": "帮我看看宠物行业最新动态", "expected_scene": "external_trend", "keys": ["宠物行业", "最新动态", "行业", "动态"]},
+]
+
+BANNED_PREFIXES = ["让我先", "让我尝试", "我来看看", "我先查", "让我看看", "我需要先"]
+
+
+def login_token() -> str:
+    data = urllib.parse.urlencode({"username": "admin", "password": "admin123"}).encode()
+    req = urllib.request.Request(
+        f"{BASE}/auth/login",
+        data=data,
+        headers={"Content-Type": "application/x-www-form-urlencoded"},
+    )
+    with urllib.request.urlopen(req, timeout=30) as resp:
+        payload = json.loads(resp.read().decode("utf-8"))
+    return str(payload.get("access_token") or "")
+
+
+def post_capture(token: str, *, message: str, message_id: str) -> dict[str, Any]:
+    payload = {
+        "group_chat_id": CHAT_ID,
+        "message_content": message,
+        "sender": SENDER,
+        "feishu_message_id": message_id,
+    }
+    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
+    req = urllib.request.Request(
+        f"{BASE}/ai-steward/ai-steward/signal/capture-feishu",
+        data=body,
+        headers={"Authorization": f"Bearer {token}", "Content-Type": "application/json"},
+    )
+    with urllib.request.urlopen(req, timeout=240) as resp:
+        text = resp.read().decode("utf-8")
+    try:
+        return json.loads(text)
+    except Exception:
+        return {"raw": text}
+
+
+def detect_prompt_scene(prompt: str) -> Optional[str]:
+    p = str(prompt or "")
+    if "你是 PMFlow 的团队协作助手。" in p:
+        return "member_workload"
+    if "你是 PMFlow 的市场情报助手。" in p:
+        return "external_trend"
+    if "用户消息同时包含问题和需求。" in p:
+        return "mixed"
+    if "你是 PMFlow 的 AI 项目管理官。" in p:
+        return "ai_pmo"
+    if "用户通过飞书直接提问。" in p:
+        return "feishu_direct"
+    if "你是 PMFlow 的 RAG 问答助手" in p:
+        return "default"
+    return None
+
+
+def infer_scene_from_reply(reply: str) -> str:
+    t = str(reply or "")
+    if "[回答]" in t and "[已收到需求]" in t:
+        return "mixed"
+    if "[行业动态]" in t and "[建议]" in t:
+        return "external_trend"
+    if ("负载" in t or "工作量" in t) and "%" in t and "项目列表" not in t:
+        return "member_workload"
+    if "完成率" in t:
+        return "default"
+    return "unknown"
+
+
+def has_thinking_leak(reply: str) -> bool:
+    for line in str(reply or "").splitlines():
+        s = line.strip()
+        if not s:
+            continue
+        if any(s.startswith(prefix) for prefix in BANNED_PREFIXES):
+            return True
+    return False
+
+
+async def fetch_max_ai_call_id(db) -> int:
+    m = (await db.execute(select(func.max(AICallLog.id)))).scalar()
+    return int(m or 0)
+
+
+async def wait_run(db, source_message_id: str, timeout: int = 540) -> Optional[AIOrchestrationRun]:
+    deadline = time.time() + timeout
+    last = None
+    while time.time() < deadline:
+        row = (
+            await db.execute(
+                select(AIOrchestrationRun)
+                .where(AIOrchestrationRun.source_message_id == source_message_id)
+                .order_by(AIOrchestrationRun.id.desc())
+                .limit(1)
+            )
+        ).scalar_one_or_none()
+        if row is not None:
+            last = row
+            s = str(row.status or "").lower()
+            if s in {"succeeded", "failed", "cancelled"}:
+                return row
+        await asyncio.sleep(2)
+    return last
+
+
+async def fetch_outbox(db, source_message_id: str):
+    return (
+        await db.execute(
+            select(FeishuReplyOutbox)
+            .where(FeishuReplyOutbox.source_message_id == source_message_id)
+            .order_by(FeishuReplyOutbox.id.asc())
+        )
+    ).scalars().all()
+
+
+async def wait_outbox(db, source_message_id: str, run_status: str, timeout: int = 240):
+    deadline = time.time() + timeout
+    expected = 2 if run_status == "succeeded" else 1
+    latest = []
+    while time.time() < deadline:
+        latest = await fetch_outbox(db, source_message_id)
+        sent = [r for r in latest if str(r.status or "") == "sent"]
+        if len(sent) >= expected:
+            return latest
+        await asyncio.sleep(2)
+    return latest
+
+
+async def fetch_processing(db, source_message_id: str):
+    return (
+        await db.execute(
+            select(AIProcessingLog)
+            .where(AIProcessingLog.feishu_message_id == source_message_id)
+            .order_by(AIProcessingLog.id.desc())
+            .limit(1)
+        )
+    ).scalar_one_or_none()
+
+
+async def fetch_scene_from_call_logs(db, min_id: int, keys: list[str]):
+    rows = (
+        await db.execute(
+            select(AICallLog)
+            .where(
+                AICallLog.id > min_id,
+                AICallLog.function_name.in_(["adaptive_rag_answer_normal", "adaptive_rag_answer_deep"]),
+            )
+            .order_by(AICallLog.id.asc())
+            .limit(160)
+        )
+    ).scalars().all()
+
+    picked = "unknown"
+    inspected = []
+    lk = [k.lower() for k in keys if k]
+    for r in rows:
+        prompt = str(r.prompt or "")
+        pl = prompt.lower()
+        if lk and not any(k in pl for k in lk):
+            continue
+        sc = detect_prompt_scene(prompt)
+        inspected.append(
+            {
+                "id": int(r.id),
+                "scene": sc or "unknown",
+                "function_name": str(r.function_name or ""),
+                "created_at": str(r.created_at or ""),
+            }
+        )
+        if sc:
+            picked = sc
+
+    if picked == "unknown" and inspected:
+        picked = str(inspected[-1].get("scene") or "unknown")
+    return picked, inspected
+
+
+def evaluate(case_idx: int, scene: str, reply: str, run_status: str):
+    leak = has_thinking_leak(reply)
+    if case_idx == 1:
+        ok = scene == "member_workload" and "%" in reply and "项目列表" not in reply and not leak
+        return ok, "member_workload+百分比+无项目列表"
+    if case_idx == 2:
+        sec = "[行业动态]" in reply and ("[对项目影响]" in reply or "[对项目的影响]" in reply) and "[建议]" in reply
+        src = "未接入实时数据" in reply or "训练数据" in reply or "数据来源" in reply
+        ok = scene == "external_trend" and sec and src and not leak
+        return ok, "external_trend+三段+来源限制"
+    if case_idx == 3:
+        mixed = "[回答]" in reply and "[已收到需求]" in reply
+        prog = "进行中" in reply
+        ok = scene == "mixed" and run_status == "succeeded" and mixed and prog and not leak
+        return ok, "mixed+创建+进行中数量"
+    if case_idx == 4:
+        ok = scene == "default" and "完成率" in reply and "%" in reply and not leak
+        return ok, "default+完成率"
+    if case_idx == 5:
+        ok = scene == "external_trend" and not leak
+        return ok, "external_trend+无思考外漏"
+    return False, "unknown"
+
+
+async def run_case(token: str, case: dict[str, Any]):
+    idx = int(case["idx"])
+    message = str(case["message"])
+    source_message_id = f"real-scene-p1-v2-{idx}-{int(time.time())}"
+
+    async with AsyncSessionLocal() as db:
+        before_call_id = await fetch_max_ai_call_id(db)
+
+    capture = post_capture(token, message=message, message_id=source_message_id)
+
+    async with AsyncSessionLocal() as db:
+        run_row = await wait_run(db, source_message_id)
+        run_status = str(getattr(run_row, "status", "missing") or "missing") if run_row is not None else "missing"
+        outbox_rows = await wait_outbox(db, source_message_id, run_status)
+        processing = await fetch_processing(db, source_message_id)
+        prompt_scene, candidates = await fetch_scene_from_call_logs(db, before_call_id, list(case.get("keys") or []))
+
+    sent = [r for r in outbox_rows if str(r.status or "") == "sent"]
+    ack = str(sent[0].message_text or "").strip() if sent else ""
+    final_reply = str(sent[-1].message_text or "").strip() if sent else ""
+    if not final_reply:
+        final_reply = str(capture.get("direct_reply_text") or "").strip()
+
+    inferred_scene = infer_scene_from_reply(final_reply)
+    actual_scene = prompt_scene if prompt_scene != "unknown" else inferred_scene
+
+    passed, rule = evaluate(idx, actual_scene, final_reply, run_status)
+
+    return {
+        "idx": idx,
+        "source_message_id": source_message_id,
+        "message": message,
+        "expected_scene": str(case["expected_scene"]),
+        "prompt_scene": prompt_scene,
+        "inferred_scene": inferred_scene,
+        "actual_scene": actual_scene,
+        "capture_status": str(capture.get("status") or ""),
+        "run_status": run_status,
+        "ack": ack,
+        "final_reply": final_reply,
+        "has_capacity_warning": "⚠ 产能提示" in final_reply,
+        "thinking_leak": has_thinking_leak(final_reply),
+        "processing": {
+            "route": str(getattr(processing, "route", "") or ""),
+            "intent": str(getattr(processing, "intent", "") or ""),
+            "status": str(getattr(processing, "processing_status", "") or ""),
+            "duration_ms": int(getattr(processing, "duration_ms", 0) or 0),
+            "error_message": str(getattr(processing, "error_message", "") or ""),
+            "reply_source": str(getattr(processing, "reply_source", "") or ""),
+        },
+        "outbox": [
+            {
+                "id": int(r.id),
+                "status": str(r.status or ""),
+                "attempts": int(r.attempts or 0),
+                "created_at": str(r.created_at or ""),
+                "text": str(r.message_text or ""),
+            }
+            for r in outbox_rows
+        ],
+        "call_log_candidates": candidates,
+        "pass": passed,
+        "pass_rule": rule,
+    }
+
+
+async def main():
+    token = login_token()
+    if not token:
+        raise RuntimeError("token empty")
+
+    results = []
+    for case in CASES:
+        print(f"[RUN] case {case['idx']} -> {case['message']}", flush=True)
+        one = await run_case(token, case)
+        print(f"[DONE] case {one['idx']} scene={one['actual_scene']} pass={one['pass']} run={one['run_status']}", flush=True)
+        results.append(one)
+        await asyncio.sleep(2)
+
+    payload = {
+        "generated_at": datetime.now().isoformat(),
+        "chat_id": CHAT_ID,
+        "results": results,
+    }
+    print("===RESULT_JSON_START===")
+    print(json.dumps(payload, ensure_ascii=False))
+    print("===RESULT_JSON_END===")
+
+
+asyncio.run(main())
diff --git a/.tmp/p1_real_validate_v4.py b/.tmp/p1_real_validate_v4.py
new file mode 100644
index 00000000..1b5360d8
--- /dev/null
+++ b/.tmp/p1_real_validate_v4.py
@@ -0,0 +1,330 @@
+import asyncio
+import json
+import time
+import urllib.parse
+import urllib.request
+from datetime import datetime
+from typing import Any
+
+from sqlalchemy import text
+
+from app.core.database import AsyncSessionLocal
+
+BASE = "http://127.0.0.1:8000"
+CHAT_ID = "oc_c487d87563e48c2f9566ccd5a758212c"
+SENDER = "P1验收机器人"
+
+CASES = [
+    {"idx": 1, "message": "杨宇现在负载多少", "expected_scene": "member_workload", "keys": ["杨宇", "负载"]},
+    {"idx": 2, "message": "最近AI行业有什么动态", "expected_scene": "external_trend", "keys": ["AI行业", "行业", "动态", "趋势"]},
+    {"idx": 3, "message": "帮我创建个项目叫路由验收测试，顺便问下现在有几个进行中的项目", "expected_scene": "mixed", "keys": ["顺便", "问题部分", "需求部分", "进行中的项目"]},
+    {"idx": 4, "message": "AI劝退助手项目进展怎么样", "expected_scene": "default", "keys": ["AI劝退助手", "进展怎么样", "项目进展"]},
+    {"idx": 5, "message": "帮我看看宠物行业最新动态", "expected_scene": "external_trend", "keys": ["宠物行业", "最新动态", "行业", "动态"]},
+]
+
+BANNED_PREFIXES = ["让我先", "让我尝试", "我来看看", "我先查", "让我看看", "我需要先"]
+
+
+def login_token() -> str:
+    data = urllib.parse.urlencode({"username": "admin", "password": "admin123"}).encode()
+    req = urllib.request.Request(
+        f"{BASE}/auth/login",
+        data=data,
+        headers={"Content-Type": "application/x-www-form-urlencoded"},
+    )
+    with urllib.request.urlopen(req, timeout=30) as resp:
+        payload = json.loads(resp.read().decode("utf-8"))
+    return str(payload.get("access_token") or "")
+
+
+def post_capture(token: str, message: str, source_message_id: str) -> dict[str, Any]:
+    payload = {
+        "group_chat_id": CHAT_ID,
+        "message_content": message,
+        "sender": SENDER,
+        "feishu_message_id": source_message_id,
+    }
+    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
+    req = urllib.request.Request(
+        f"{BASE}/ai-steward/ai-steward/signal/capture-feishu",
+        data=body,
+        headers={"Authorization": f"Bearer {token}", "Content-Type": "application/json"},
+    )
+    with urllib.request.urlopen(req, timeout=240) as resp:
+        text_body = resp.read().decode("utf-8")
+    try:
+        return json.loads(text_body)
+    except Exception:
+        return {"raw": text_body}
+
+
+def detect_prompt_scene(prompt: str) -> str:
+    p = str(prompt or "")
+    if "你是 PMFlow 的团队协作助手。" in p:
+        return "member_workload"
+    if "你是 PMFlow 的市场情报助手。" in p:
+        return "external_trend"
+    if "用户消息同时包含问题和需求。" in p:
+        return "mixed"
+    if "你是 PMFlow 的 AI 项目管理官。" in p:
+        return "ai_pmo"
+    if "用户通过飞书直接提问。" in p:
+        return "feishu_direct"
+    if "你是 PMFlow 的 RAG 问答助手" in p:
+        return "default"
+    return "unknown"
+
+
+def infer_scene_from_reply(reply: str) -> str:
+    t = str(reply or "")
+    if "[回答]" in t and "[已收到需求]" in t:
+        return "mixed"
+    if "[行业动态]" in t and "[建议]" in t:
+        return "external_trend"
+    if ("负载" in t or "工作量" in t) and "%" in t and "项目列表" not in t:
+        return "member_workload"
+    if "完成率" in t:
+        return "default"
+    return "unknown"
+
+
+def has_thinking_leak(reply: str) -> bool:
+    for line in str(reply or "").splitlines():
+        s = line.strip()
+        if not s:
+            continue
+        if any(s.startswith(prefix) for prefix in BANNED_PREFIXES):
+            return True
+    return False
+
+
+async def get_max_ai_call_id() -> int:
+    async with AsyncSessionLocal() as db:
+        row = (
+            await db.execute(text("SELECT COALESCE(MAX(id), 0) AS v FROM ai_call_logs"))
+        ).mappings().first()
+    return int((row or {}).get("v") or 0)
+
+
+async def wait_run(source_message_id: str, timeout_sec: int = 600) -> dict[str, Any] | None:
+    deadline = time.time() + timeout_sec
+    last = None
+    while time.time() < deadline:
+        async with AsyncSessionLocal() as db:
+            row = (
+                await db.execute(
+                    text(
+                        """
+                        SELECT id, status, trace_id, source_message_id, created_at, updated_at
+                        FROM ai_orchestration_runs
+                        WHERE source_message_id = :sid
+                        ORDER BY id DESC
+                        LIMIT 1
+                        """
+                    ),
+                    {"sid": source_message_id},
+                )
+            ).mappings().first()
+        if row:
+            last = dict(row)
+            status = str(last.get("status") or "").lower()
+            if status in {"succeeded", "failed", "cancelled", "waiting_manual"}:
+                return last
+        await asyncio.sleep(2)
+    return last
+
+
+async def wait_outbox(source_message_id: str, expected_sent: int, timeout_sec: int = 300) -> list[dict[str, Any]]:
+    deadline = time.time() + timeout_sec
+    latest: list[dict[str, Any]] = []
+    while time.time() < deadline:
+        async with AsyncSessionLocal() as db:
+            rows = (
+                await db.execute(
+                    text(
+                        """
+                        SELECT id, status, attempts, message_text, created_at
+                        FROM feishu_reply_outbox
+                        WHERE source_message_id = :sid
+                        ORDER BY id ASC
+                        """
+                    ),
+                    {"sid": source_message_id},
+                )
+            ).mappings().all()
+        latest = [dict(r) for r in rows]
+        sent_count = sum(1 for r in latest if str(r.get("status") or "") == "sent")
+        if sent_count >= expected_sent:
+            return latest
+        await asyncio.sleep(2)
+    return latest
+
+
+async def fetch_processing(source_message_id: str) -> dict[str, Any]:
+    async with AsyncSessionLocal() as db:
+        row = (
+            await db.execute(
+                text(
+                    """
+                    SELECT id, route, intent, processing_status, duration_ms, error_message, reply_source, created_at
+                    FROM ai_processing_logs
+                    WHERE feishu_message_id = :sid
+                    ORDER BY id DESC
+                    LIMIT 1
+                    """
+                ),
+                {"sid": source_message_id},
+            )
+        ).mappings().first()
+    return dict(row or {})
+
+
+async def fetch_prompt_scene(min_id: int, keys: list[str]) -> tuple[str, list[dict[str, Any]]]:
+    async with AsyncSessionLocal() as db:
+        rows = (
+            await db.execute(
+                text(
+                    """
+                    SELECT id, function_name, prompt, created_at
+                    FROM ai_call_logs
+                    WHERE id > :min_id
+                      AND function_name IN ('adaptive_rag_answer_normal', 'adaptive_rag_answer_deep')
+                    ORDER BY id ASC
+                    LIMIT 400
+                    """
+                ),
+                {"min_id": min_id},
+            )
+        ).mappings().all()
+
+    lowered = [str(k).lower() for k in (keys or []) if str(k).strip()]
+    picked = "unknown"
+    candidates: list[dict[str, Any]] = []
+    for r in rows:
+        prompt = str(r.get("prompt") or "")
+        pl = prompt.lower()
+        if lowered and not any(k in pl for k in lowered):
+            continue
+        scene = detect_prompt_scene(prompt)
+        candidates.append(
+            {
+                "id": int(r.get("id") or 0),
+                "scene": scene,
+                "function_name": str(r.get("function_name") or ""),
+                "created_at": str(r.get("created_at") or ""),
+            }
+        )
+        if scene != "unknown":
+            picked = scene
+
+    if picked == "unknown" and candidates:
+        picked = str(candidates[-1].get("scene") or "unknown")
+    return picked, candidates
+
+
+def evaluate(case_idx: int, scene: str, reply: str, run_status: str) -> tuple[bool, str]:
+    leak = has_thinking_leak(reply)
+    if case_idx == 1:
+        ok = scene == "member_workload" and "%" in reply and "项目列表" not in reply and not leak
+        return ok, "member_workload+百分比+无项目列表"
+    if case_idx == 2:
+        sec = "[行业动态]" in reply and ("[对项目影响]" in reply or "[对项目的影响]" in reply) and "[建议]" in reply
+        src = "未接入实时数据" in reply or "训练数据" in reply or "数据来源" in reply
+        ok = scene == "external_trend" and sec and src and not leak
+        return ok, "external_trend+三段+来源限制"
+    if case_idx == 3:
+        mixed = "[回答]" in reply and "[已收到需求]" in reply
+        prog = "进行中" in reply
+        ok = scene == "mixed" and run_status == "succeeded" and mixed and prog and not leak
+        return ok, "mixed+创建+进行中数量"
+    if case_idx == 4:
+        ok = scene == "default" and "完成率" in reply and "%" in reply and not leak
+        return ok, "default+完成率"
+    if case_idx == 5:
+        ok = scene == "external_trend" and not leak
+        return ok, "external_trend+无思考外漏"
+    return False, "unknown"
+
+
+async def run_case(token: str, case: dict[str, Any]) -> dict[str, Any]:
+    idx = int(case["idx"])
+    source_message_id = f"real-scene-p1-v4-{idx}-{int(time.time())}"
+    message = str(case["message"])
+
+    before_call_id = await get_max_ai_call_id()
+    capture = post_capture(token, message, source_message_id)
+
+    run_row = await wait_run(source_message_id)
+    run_status = str((run_row or {}).get("status") or "missing")
+    expected_sent = 2 if run_status == "succeeded" else 1
+    outbox_rows = await wait_outbox(source_message_id, expected_sent)
+
+    sent = [r for r in outbox_rows if str(r.get("status") or "") == "sent"]
+    ack = str(sent[0].get("message_text") or "").strip() if sent else ""
+    final_reply = str(sent[-1].get("message_text") or "").strip() if sent else ""
+    if not final_reply:
+        final_reply = str(capture.get("direct_reply_text") or "").strip()
+
+    processing = await fetch_processing(source_message_id)
+    prompt_scene, candidates = await fetch_prompt_scene(before_call_id, list(case.get("keys") or []))
+    inferred_scene = infer_scene_from_reply(final_reply)
+    actual_scene = prompt_scene if prompt_scene != "unknown" else inferred_scene
+    passed, pass_rule = evaluate(idx, actual_scene, final_reply, run_status)
+
+    return {
+        "idx": idx,
+        "source_message_id": source_message_id,
+        "message": message,
+        "expected_scene": str(case["expected_scene"]),
+        "capture_status": str(capture.get("status") or ""),
+        "run_status": run_status,
+        "prompt_scene": prompt_scene,
+        "inferred_scene": inferred_scene,
+        "actual_scene": actual_scene,
+        "ack": ack,
+        "final_reply": final_reply,
+        "thinking_leak": has_thinking_leak(final_reply),
+        "has_capacity_warning": "⚠ 产能提示" in final_reply,
+        "processing": {
+            "route": str(processing.get("route") or ""),
+            "intent": str(processing.get("intent") or ""),
+            "status": str(processing.get("processing_status") or ""),
+            "duration_ms": int(processing.get("duration_ms") or 0),
+            "error_message": str(processing.get("error_message") or ""),
+            "reply_source": str(processing.get("reply_source") or ""),
+        },
+        "outbox": outbox_rows,
+        "call_log_candidates": candidates,
+        "pass": passed,
+        "pass_rule": pass_rule,
+    }
+
+
+async def main() -> None:
+    token = login_token()
+    if not token:
+        raise RuntimeError("token empty")
+
+    results = []
+    for case in CASES:
+        print(f"[RUN] case {case['idx']} -> {case['message']}", flush=True)
+        one = await run_case(token, case)
+        print(
+            f"[DONE] case {one['idx']} scene={one['actual_scene']} pass={one['pass']} run={one['run_status']} leak={one['thinking_leak']}",
+            flush=True,
+        )
+        results.append(one)
+        await asyncio.sleep(2)
+
+    payload = {
+        "generated_at": datetime.now().isoformat(),
+        "chat_id": CHAT_ID,
+        "results": results,
+    }
+    print("===RESULT_JSON_START===")
+    print(json.dumps(payload, ensure_ascii=False))
+    print("===RESULT_JSON_END===")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/.tmp/real_feishu_case_1.png b/.tmp/real_feishu_case_1.png
new file mode 100644
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diff --git a/.tmp/run_feishu_case.py b/.tmp/run_feishu_case.py
new file mode 100644
index 00000000..81359fda
--- /dev/null
+++ b/.tmp/run_feishu_case.py
@@ -0,0 +1,291 @@
+import argparse
+import asyncio
+import json
+import time
+import urllib.parse
+import urllib.request
+from datetime import datetime
+from typing import Any, Optional
+
+from sqlalchemy import func, select
+
+from app.core.database import AsyncSessionLocal
+from app.models import AICallLog, AIOrchestrationRun, AIProcessingLog, FeishuReplyOutbox
+
+BASE = "http://127.0.0.1:8000"
+CHAT_ID = "oc_c487d87563e48c2f9566ccd5a758212c"
+SENDER = "P1验收机器人"
+BANNED_PREFIXES = ["让我先", "让我尝试", "我来看看", "我先查", "让我看看", "我需要先"]
+
+
+def login_token() -> str:
+    data = urllib.parse.urlencode({"username": "admin", "password": "admin123"}).encode()
+    req = urllib.request.Request(
+        f"{BASE}/auth/login",
+        data=data,
+        headers={"Content-Type": "application/x-www-form-urlencoded"},
+    )
+    with urllib.request.urlopen(req, timeout=30) as resp:
+        payload = json.loads(resp.read().decode("utf-8"))
+    return str(payload.get("access_token") or "")
+
+
+def post_capture(token: str, message: str, source_message_id: str) -> dict[str, Any]:
+    payload = {
+        "group_chat_id": CHAT_ID,
+        "message_content": message,
+        "sender": SENDER,
+        "feishu_message_id": source_message_id,
+    }
+    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
+    req = urllib.request.Request(
+        f"{BASE}/ai-steward/ai-steward/signal/capture-feishu",
+        data=body,
+        headers={"Authorization": f"Bearer {token}", "Content-Type": "application/json"},
+    )
+    with urllib.request.urlopen(req, timeout=120) as resp:
+        text = resp.read().decode("utf-8")
+    try:
+        return json.loads(text)
+    except Exception:
+        return {"raw": text}
+
+
+def detect_prompt_scene(prompt: str) -> Optional[str]:
+    p = str(prompt or "")
+    if "你是 PMFlow 的团队协作助手。" in p:
+        return "member_workload"
+    if "你是 PMFlow 的市场情报助手。" in p:
+        return "external_trend"
+    if "用户消息同时包含问题和需求。" in p:
+        return "mixed"
+    if "你是 PMFlow 的 AI 项目管理官。" in p:
+        return "ai_pmo"
+    if "用户通过飞书直接提问。" in p:
+        return "feishu_direct"
+    if "你是 PMFlow 的 RAG 问答助手" in p:
+        return "default"
+    return None
+
+
+def infer_scene_from_reply(reply: str) -> str:
+    t = str(reply or "")
+    if "[回答]" in t and "[已收到需求]" in t:
+        return "mixed"
+    if "[行业动态]" in t and "[建议]" in t:
+        return "external_trend"
+    if ("负载" in t or "工作量" in t) and "%" in t and "项目列表" not in t:
+        return "member_workload"
+    if "完成率" in t:
+        return "default"
+    return "unknown"
+
+
+def has_thinking_leak(text: str) -> bool:
+    for line in str(text or "").splitlines():
+        s = line.strip()
+        if not s:
+            continue
+        if any(s.startswith(prefix) for prefix in BANNED_PREFIXES):
+            return True
+    return False
+
+
+async def fetch_max_ai_call_id(db) -> int:
+    row = (await db.execute(select(func.max(AICallLog.id)))).scalar()
+    return int(row or 0)
+
+
+async def wait_run(db, source_message_id: str, timeout_sec: int = 720) -> Optional[AIOrchestrationRun]:
+    deadline = time.time() + timeout_sec
+    last = None
+    while time.time() < deadline:
+        row = (
+            await db.execute(
+                select(AIOrchestrationRun)
+                .where(AIOrchestrationRun.source_message_id == source_message_id)
+                .order_by(AIOrchestrationRun.id.desc())
+                .limit(1)
+            )
+        ).scalar_one_or_none()
+        if row is not None:
+            last = row
+            st = str(row.status or "").lower()
+            if st in {"succeeded", "failed", "cancelled"}:
+                return row
+        await asyncio.sleep(2)
+    return last
+
+
+async def wait_outbox(db, source_message_id: str, run_status: str, timeout_sec: int = 300) -> list[FeishuReplyOutbox]:
+    deadline = time.time() + timeout_sec
+    expected = 2 if run_status == "succeeded" else 1
+    latest: list[FeishuReplyOutbox] = []
+    while time.time() < deadline:
+        latest = (
+            await db.execute(
+                select(FeishuReplyOutbox)
+                .where(FeishuReplyOutbox.source_message_id == source_message_id)
+                .order_by(FeishuReplyOutbox.id.asc())
+            )
+        ).scalars().all()
+        sent = [r for r in latest if str(r.status or "") == "sent"]
+        if len(sent) >= expected:
+            return latest
+        await asyncio.sleep(2)
+    return latest
+
+
+async def fetch_processing(db, source_message_id: str) -> Optional[AIProcessingLog]:
+    return (
+        await db.execute(
+            select(AIProcessingLog)
+            .where(AIProcessingLog.feishu_message_id == source_message_id)
+            .order_by(AIProcessingLog.id.desc())
+            .limit(1)
+        )
+    ).scalar_one_or_none()
+
+
+async def fetch_prompt_scene(db, min_call_id: int, keys: list[str]) -> tuple[str, list[dict[str, Any]]]:
+    rows = (
+        await db.execute(
+            select(AICallLog)
+            .where(
+                AICallLog.id > min_call_id,
+                AICallLog.function_name.in_(["adaptive_rag_answer_normal", "adaptive_rag_answer_deep"]),
+            )
+            .order_by(AICallLog.id.asc())
+            .limit(200)
+        )
+    ).scalars().all()
+
+    lowered = [k.lower() for k in keys if k]
+    picked = "unknown"
+    candidates: list[dict[str, Any]] = []
+
+    for row in rows:
+        prompt = str(row.prompt or "")
+        pl = prompt.lower()
+        if lowered and not any(k in pl for k in lowered):
+            continue
+        scene = detect_prompt_scene(prompt)
+        candidates.append(
+            {
+                "id": int(row.id),
+                "scene": scene or "unknown",
+                "function": str(row.function_name or ""),
+                "created_at": str(row.created_at or ""),
+            }
+        )
+        if scene:
+            picked = scene
+
+    if picked == "unknown" and candidates:
+        picked = str(candidates[-1].get("scene") or "unknown")
+
+    return picked, candidates
+
+
+def evaluate(idx: int, actual_scene: str, final_reply: str, run_status: str) -> tuple[bool, str]:
+    leak = has_thinking_leak(final_reply)
+    if idx == 1:
+        ok = actual_scene == "member_workload" and "%" in final_reply and "项目列表" not in final_reply and not leak
+        return ok, "member_workload+百分比+无项目列表"
+    if idx == 2:
+        sec = "[行业动态]" in final_reply and ("[对项目影响]" in final_reply or "[对项目的影响]" in final_reply) and "[建议]" in final_reply
+        src = "未接入实时数据" in final_reply or "训练数据" in final_reply or "数据来源" in final_reply
+        ok = actual_scene == "external_trend" and sec and src and not leak
+        return ok, "external_trend+三段输出+来源限制"
+    if idx == 3:
+        mixed = "[回答]" in final_reply and "[已收到需求]" in final_reply
+        prog = "进行中" in final_reply
+        ok = actual_scene == "mixed" and run_status == "succeeded" and mixed and prog and not leak
+        return ok, "mixed+创建成功+进行中数量"
+    if idx == 4:
+        ok = actual_scene == "default" and "完成率" in final_reply and "%" in final_reply and not leak
+        return ok, "default+项目状态完成率"
+    if idx == 5:
+        ok = actual_scene == "external_trend" and not leak
+        return ok, "external_trend+无思考外漏"
+    return False, "unknown"
+
+
+async def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--idx", type=int, required=True)
+    parser.add_argument("--message", type=str, required=True)
+    parser.add_argument("--keys", type=str, default="")
+    parser.add_argument("--prefix", type=str, default="real-scene-p1-manual")
+    args = parser.parse_args()
+
+    keys = [k.strip() for k in str(args.keys).split("|") if k.strip()]
+    source_message_id = f"{args.prefix}-{args.idx}-{int(time.time())}"
+
+    token = login_token()
+    if not token:
+        raise RuntimeError("token empty")
+
+    async with AsyncSessionLocal() as db:
+        before_call_id = await fetch_max_ai_call_id(db)
+
+    capture = post_capture(token, args.message, source_message_id)
+
+    async with AsyncSessionLocal() as db:
+        run_row = await wait_run(db, source_message_id)
+        run_status = str(getattr(run_row, "status", "missing") or "missing") if run_row is not None else "missing"
+        outbox_rows = await wait_outbox(db, source_message_id, run_status)
+        processing = await fetch_processing(db, source_message_id)
+        prompt_scene, candidates = await fetch_prompt_scene(db, before_call_id, keys)
+
+    sent_rows = [r for r in outbox_rows if str(r.status or "") == "sent"]
+    ack = str(sent_rows[0].message_text or "").strip() if sent_rows else ""
+    final_reply = str(sent_rows[-1].message_text or "").strip() if sent_rows else ""
+    if not final_reply:
+        final_reply = str(capture.get("direct_reply_text") or "").strip()
+
+    inferred_scene = infer_scene_from_reply(final_reply)
+    actual_scene = prompt_scene if prompt_scene != "unknown" else inferred_scene
+    passed, pass_rule = evaluate(args.idx, actual_scene, final_reply, run_status)
+
+    payload = {
+        "generated_at": datetime.now().isoformat(),
+        "idx": args.idx,
+        "source_message_id": source_message_id,
+        "message": args.message,
+        "capture_status": str(capture.get("status") or ""),
+        "run_status": run_status,
+        "ack": ack,
+        "final_reply": final_reply,
+        "prompt_scene": prompt_scene,
+        "inferred_scene": inferred_scene,
+        "actual_scene": actual_scene,
+        "thinking_leak": has_thinking_leak(final_reply),
+        "has_capacity_warning": "⚠ 产能提示" in final_reply,
+        "processing": {
+            "route": str(getattr(processing, "route", "") or ""),
+            "intent": str(getattr(processing, "intent", "") or ""),
+            "status": str(getattr(processing, "processing_status", "") or ""),
+            "duration_ms": int(getattr(processing, "duration_ms", 0) or 0),
+            "error_message": str(getattr(processing, "error_message", "") or ""),
+            "reply_source": str(getattr(processing, "reply_source", "") or ""),
+        },
+        "outbox": [
+            {
+                "id": int(r.id),
+                "status": str(r.status or ""),
+                "attempts": int(r.attempts or 0),
+                "created_at": str(r.created_at or ""),
+                "text": str(r.message_text or ""),
+            }
+            for r in outbox_rows
+        ],
+        "call_log_candidates": candidates,
+        "pass": passed,
+        "pass_rule": pass_rule,
+    }
+    print(json.dumps(payload, ensure_ascii=False))
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/AGENTS.md b/AGENTS.md
index e42c471b..7ad4204c 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -85,6 +85,7 @@ frontend/                  # React 前端
 - 禁止在 API 层写业务逻辑，业务逻辑归属 `services/`
 - 禁止在前端组件内直接调用 `fetch`，必须通过 `frontend/src/api/` 封装层
 - 前端状态管理：服务端数据用 React Query，本地 UI 状态用 `useState`
+- 禁止模型兜底回复：模型失败/超时/空响应/结构化解析失败时，必须显式报错并保留真实失败原因，禁止返回固定兜底文案冒充成功结果
 
 ## 9. 新增代码的参考模式
 
diff --git a/CLAUDE.md b/CLAUDE.md
index b0cfcce6..e225ed50 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -37,7 +37,7 @@ backend/
 │   ├── __init__.py              # app 包入口（根目录轻量化后保留）
 │   ├── api/                   # 路由层（含 endpoints）
 │   ├── core/                  # 配置、日志、核心能力
-│   │   └── startup/           # 启动阶段拆分模块（db guard/outbox/probe/warmup）
+│   │   └── startup/           # 启动阶段拆分模块（db guard/outbox/ingress async/probe/warmup）
 │   ├── deps.py                # 共享依赖导出（get_db/AsyncSessionLocal）
 │   ├── dependencies/          # 鉴权/租户等依赖注入
 │   ├── middleware/            # 请求中间件（审计上下文注入等）
@@ -54,7 +54,8 @@ backend/
 │       ├── 20260311_add_operation_log_audit_fields.py # operation_logs 审计字段扩展(trace/path/caller)
 │       ├── 20260311_add_ai_pmo_work_items_view.py    # ai_pmo_work_items 兼容视图（映射 work_items）
 │       ├── 20260311_expand_user_workload_ratio_precision.py # user_workloads.workload_ratio 精度扩容(10,2)
-│       └── 20260311_add_conversation_sessions_table.py # 飞书多轮会话上下文持久化表
+│       ├── 20260311_add_conversation_sessions_table.py # 飞书多轮会话上下文持久化表
+│       └── 20260316_add_ai_orchestration_ingress_async_fields.py # ai_orchestration_runs 入站异步重试字段扩展
 ├── scripts/                   # 后端运维/数据修复脚本
 │   ├── backfill_orphan_signal_links.py               # 回填孤立 signal 的 project_signal_links
 │   ├── dev/                   # 开发辅助脚本（check_users/seed_all）
@@ -64,7 +65,8 @@ backend/
 └── (tests 已移除)
 ```
 - 新增：`backend/app/api/llm_providers.py`（AI 管家 LLM provider preset 配置读取接口）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_agent_kernel.py`（双 Agent 共享决策内核：复杂度路由/执行门控/修正识别）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/ai_agent_kernel.py`（双 Agent 共享决策内核：复杂度路由/执行门控/修正识别）
+- 新增：`backend/app/core/startup/ai_pmo_ingress_async.py`（AI PMO 入站异步任务轮询启动循环）
 - 新增：`backend/app/utils/timezone.py`（统一北京时间工具：`now_cn_aware/now_cn_naive`）
 - 新增：`backend/app/utils/audited_write.py`（写接口审计上下文、caller 归一、北京时间格式化）
 - 新增：`backend/app/middleware/audit_context.py`（请求级 trace/interface/caller 注入）
@@ -73,10 +75,10 @@ backend/
 - 新增：`backend/app/services/signal_source_repair_service.py`（脏信号源回填服务）
 - 新增：`backend/alembic/versions/20260311_shift_all_timestamps_to_beijing.py`（全库历史时间 +8h，数据库默认时区切到 Asia/Shanghai）
 - 新增：`backend/alembic/versions/20260312_add_signal_planner_fields.py`（signals 增加 planner 状态字段与索引）
-- 新增：`backend/app/services/signal_planner/signal_strategic_analysis_service.py`（Signal Planner 写回收口）
-- 新增：`backend/app/services/feishu_outbox/service.py`（复用 reply_hash 的 outbox 入队收口）
+- 新增：`backend/app/services/signal/signal_planner/signal_strategic_analysis_service.py`（Signal Planner 写回收口）
+- 新增：`backend/app/services/integrations/feishu_outbox/service.py`（复用 reply_hash 的 outbox 入队收口）
 - 新增：`backend/app/services/signal_planner_service.py`（Signal Planner 异步分析服务）
-- 新增：`backend/app/services/model_routing/service.py`（函数级模型路由配置服务）
+- 新增：`backend/app/services/model/model_routing/service.py`（函数级模型路由配置服务）
 - 新增：`backend/app/services/task_brief_service.py`（增量任务包中心服务）
 - 新增：`backend/app/services/model_context_bundle_service.py`（双模型上下文组包/能力汇总/消费验证服务）
 - 新增：`backend/app/api/model_routing.py`（模型路由配置接口）
@@ -91,44 +93,50 @@ backend/
 - 移除：`backend/.env.example`（配置模板统一到根目录 `.env.example`）
 - 新增：`backend/app/utils/project_command_utils.py`（项目创建标题/描述提取与归一化辅助）
 - 新增：`backend/app/services/ai_pmo_intent_routing.py`（AI PMO 意图/路由常量与解析器收口，统一 `family.action` 路由映射）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_workflow_runtime.py`（AI PMO `ContextAssembler` + `WorkflowRegistry/WorkflowHandler` 运行时骨架）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_workflow_runtime.py`（AI PMO `ContextAssembler` + `WorkflowRegistry/WorkflowHandler` 运行时骨架）
 - 新增：`backend/app/services/ai_pmo_decision_runtime.py`（AI PMO 决策脑层：`Strategic/Tactical/Simulation/ExecutionPolicy/DecisionEngine`）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_reply_renderer.py`（AI PMO 回执渲染出口 `ReplyRenderer`）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor.py`（AI PMO typed 执行层组合入口）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor_common.py`（TypedExecutor 共享常量/依赖）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor_mixins_parse.py`（TypedExecutor 解析与批量分析逻辑）
-- 新增：`backend/app/services/ai_pmo_typed_executor_mixins_discovery.py`（TypedExecutor discover 候选上下文逻辑）
-- 新增：`backend/app/services/ai_pmo_typed_executor_mixins_execute.py`（TypedExecutor execute/create/source-onboard 落库逻辑）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_runtime.py`（AI PMO kernel 组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_reply_renderer.py`（AI PMO 回执渲染出口 `ReplyRenderer`）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor.py`（AI PMO typed 执行层组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor_common.py`（TypedExecutor 共享常量/依赖）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor_mixins_parse.py`（TypedExecutor 解析与批量分析逻辑）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/`（TypedExecutor discover 候选上下文逻辑）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/`（TypedExecutor execute/create/source-onboard 落库逻辑）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_kernel_runtime.py`（AI PMO kernel 组合入口）
 - 新增：`backend/app/services/ai_pmo_kernel_common.py`（Kernel 共享常量/依赖）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress.py`（Kernel ingress 组合入口）
-- 新增：`backend/app/services/ai_pmo_kernel_mixins_ingress_flow.py`（Kernel 入站主流程编排）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_storage.py`（Kernel 入站事件/工作项写入）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_render.py`（Kernel 入站结果组装与输出辅助）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model.py`（Kernel world-model 组合入口）
-- 新增：`backend/app/services/ai_pmo_kernel_mixins_world_model_core.py`（Kernel world-model 核心构建与缓存）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model_session.py`（Kernel 会话继承与会话态维护）
-- 新增：`backend/app/services/ai_pmo_kernel_mixins_world_model_aggregates.py`（Kernel 组合摘要构建器）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent.py`（Kernel intent 组合入口）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_rules.py`（Kernel 规则意图与槽位守卫）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_llm.py`（Kernel LLM 意图识别与仲裁）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_resolve.py`（Kernel 最终意图解析入口）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup.py`（Kernel followup 组合入口）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_records.py`（followup 决策/计划/回执写入）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_routing.py`（followup 候选定位与恢复分发）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal.py`（project_signal followup 组合入口）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_actions.py`（project_signal commit/refresh/cancel 动作执行）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_resume.py`（project_signal 目标工作项恢复闭环）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_verification.py`（followup 执行校验与工具函数）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure.py`（Kernel closure 组合入口）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_helpers.py`（Kernel 闭环通用归一化工具）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_data.py`（Kernel 闭环历史上下文回放）
-- 新增：`backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_payload.py`（Kernel 闭环语义与来源上下文组装）
-- 移除：`backend/app/services/ai_pmo_kernel_service.py`（顶层兼容壳清理，统一改为 `backend/app/services/ai_pmo_kernel/` 子包）
-- 新增：`backend/app/services/feishu_signal_pipeline/`（飞书信号管道按职责拆分的服务包，所有子文件 <= 300 行）
-- 新增：`backend/app/services/feishu_signal_pipeline/service.py`（组合入口，按 mixin 聚合能力）
-- 新增：`backend/app/services/feishu_signal_pipeline/shared_core.py`、`shared_schema_utils.py`（共享常量/正则/Schema/工具函数拆分）
-- 新增：`backend/app/services/feishu_signal_pipeline/mixin_*.py`（按职责拆分的处理流、gate、followup、queue、序列化、提取分类等实现）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/compositions/ingress.py`（Kernel ingress 组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/`（Kernel 入站主流程编排）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_storage.py`（Kernel 入站事件/工作项写入）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_render.py`（Kernel 入站结果组装与输出辅助）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/compositions/world_model.py`（Kernel world-model 组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/`（Kernel world-model 核心构建与缓存）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/world_model/ai_pmo_kernel_mixins_world_model_session.py`（Kernel 会话继承与会话态维护）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/`（Kernel 组合摘要构建器）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/compositions/intent.py`（Kernel intent 组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_rules.py`（Kernel 规则意图与槽位守卫）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_llm.py`（Kernel LLM 意图识别与仲裁）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_resolve.py`（Kernel 最终意图解析入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/compositions/followup.py`（Kernel followup 组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_records.py`（followup 决策/计划/回执写入）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_routing.py`（followup 候选定位与恢复分发）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal.py`（project_signal followup 组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_actions.py`（project_signal commit/refresh/cancel 动作执行）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_resume.py`（project_signal 目标工作项恢复闭环）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_verification.py`（followup 执行校验与工具函数）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/compositions/closure.py`（Kernel closure 组合入口）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_helpers.py`（Kernel 闭环通用归一化工具）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_data.py`（Kernel 闭环历史上下文回放）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_payload.py`（Kernel 闭环语义与来源上下文组装）
+- 更新：`backend/app/services/ai_pmo/ai_pmo_kernel/mixins/`（新增 `closure/followup/ingress/intent/world_model` 分组目录与 `__init__.py` 包声明，降低同层文件密度）
+- 更新：`backend/app/services/ai_pmo/ai_pmo_kernel/compositions/`（新增组合入口分组目录，根目录仅保留 runtime/agent/domain 等真正入口）
+- 更新：`backend/app/services/ai_pmo/`（新增 AI PMO 领域分组目录，统一收敛 `ai_pmo_cadence/ai_pmo_decision/ai_pmo_intent/ai_pmo_kernel/ai_pmo_kernel_common_core/ai_pmo_kernel_ingress_flow/ai_pmo_kernel_world_model_aggregates/ai_pmo_kernel_world_model_core/ai_pmo_typed_executor_discovery/ai_pmo_typed_executor_execute`）
+- 更新：`backend/app/services/model/`（新增模型能力分组目录，统一收敛 `model_capability/model_context_bundle/model_routing/prompt_profile`）
+- 更新：`backend/app/services/integrations/`（新增集成能力分组目录，统一收敛 `integration_core/feishu_integration_service/feishu_long_connection_core/feishu_outbox/feishu_signal_pipeline/wecom`）
+- 更新：`backend/app/services/signal/`（新增信号能力分组目录，统一收敛 `signal_capture_service/signal_planner/signal_source_orchestration/signal_source_repair/symbol_index`）
+- 移除：`backend/app/services/ai_pmo_kernel_service.py`（顶层兼容壳清理，统一改为 `backend/app/services/ai_pmo/ai_pmo_kernel/` 子包）
+- 新增：`backend/app/services/integrations/feishu_signal_pipeline/`（飞书信号管道按职责拆分的服务包，所有子文件 <= 300 行）
+- 新增：`backend/app/services/integrations/feishu_signal_pipeline/service.py`（组合入口，按 mixin 聚合能力）
+- 新增：`backend/app/services/integrations/feishu_signal_pipeline/shared_core.py`、`shared_schema_utils.py`（共享常量/正则/Schema/工具函数拆分）
+- 新增：`backend/app/services/integrations/feishu_signal_pipeline/mixin_*.py`（按职责拆分的处理流、gate、followup、queue、序列化、提取分类等实现）
 - 更新：`backend/app/services/feishu_signal_pipeline.py`（降级为兼容入口，仅导出包内 `FeishuSignalPipelineService`）
 - 新增：`backend/app/api/feishu_api/`（飞书接口按配置/长连接/消息发送/连通性测试拆分的子模块目录）
 - 新增：`backend/app/api/feishu_api/router.py`（飞书 API 聚合路由）
@@ -145,13 +153,13 @@ backend/
 - 新增：`backend/app/services/sstc/`（SSTC 业务辅助能力拆分：signal/charter/governance/entity_lookup/review）
 - 新增：`backend/app/services/llm_service/`（LLM 服务按职责拆分的 mixin 包，所有子文件 <= 300 行）
 - 更新：`backend/app/services/llm.py`（降级为兼容入口，导出 `LLMService` 与 `llm_service`）
-- 新增：`backend/app/services/signal_capture_service/`（主动信号捕获服务按入口/编排/分析/新项目拆分）
+- 新增：`backend/app/services/signal/signal_capture_service/`（主动信号捕获服务按入口/编排/分析/新项目拆分）
 - 更新：`backend/app/services/signal_capture.py`（降级为兼容入口）
 - 新增：`backend/app/services/project_knowledge_graph_service/`（知识图谱服务按 CRUD/增量同步/守卫/快照拆分）
 - 更新：`backend/app/services/project_knowledge_graph.py`（降级为兼容入口）
 - 新增：`backend/app/services/context_cache_service/`（上下文缓存服务按缓存核心/画像/快照/失效钩子拆分）
 - 更新：`backend/app/services/context_cache.py`（降级为兼容入口）
-- 新增：`backend/app/config/ai_prompts_catalog/`（Prompt 常量分片目录，按 part_01..part_04 管理）
+- 新增：`backend/app/config/ai_prompts_catalog/`（Prompt 常量分片目录，按 `part_01..part_04` + `part_scenes_01..part_scenes_06` 管理）
 - 更新：`backend/app/config/ai_prompts.py`（兼容聚合入口，保留 `build_default_role_prompt_bundle`）
 - 新增：`backend/app/api/signals_api/`（signals 路由拆分为 list/create、ingest/fetch、feedback 子模块）
 - 新增：`backend/app/api/wecom_api/`（wecom 路由拆分为 config/webhook/messaging 子模块）
@@ -171,24 +179,25 @@ backend/
 - 新增：`backend/app/__init__.py`、`backend/app/deps.py`（根目录仅保留 `__init__.py / main.py / deps.py`）
 - 更新：`backend/app/services/` 顶层兼容壳批量清理（如 `ai_service.py/llm.py/scheduler_center.py/signal_capture.py/...`），统一改为直接引用对应子包（`ai_service_core/llm_service/scheduler_center_core/signal_capture_service/...`）
 - 更新：移除 `backend/app/services/alignment_orchestrator.py` 空文件（无引用）
-- 新增：`backend/app/services/ai_pmo_kernel_world_model_aggregates/`、`backend/app/services/ai_pmo_kernel_world_model_core/`、`backend/app/services/ai_pmo_kernel_common_core/`（kernel world-model/common 拆分）
-- 更新：`backend/app/services/ai_pmo_kernel_runtime.py`、`backend/app/services/ai_agent_kernel.py`、`backend/app/services/ai_pmo_domain_workflow.py` 及 `backend/app/services/ai_pmo_kernel_mixins_*.py` → `backend/app/services/ai_pmo_kernel/`（AI PMO kernel 子包化，清理 services 根目录散落文件）
+- 新增：`backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/`、`backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/`、`backend/app/services/ai_pmo/ai_pmo_kernel_common_core/`（kernel world-model/common 拆分）
+- 更新：`backend/app/services/ai_pmo_kernel_runtime.py`、`backend/app/services/ai_agent_kernel.py`、`backend/app/services/ai_pmo_domain_workflow.py` 及 `backend/app/services/ai_pmo_kernel_mixins_*.py` → `backend/app/services/ai_pmo/ai_pmo_kernel/`（AI PMO kernel 子包化，清理 services 根目录散落文件）
 - 更新：`backend/app/services/ai_orchestration_run_service.py` → `backend/app/services/ai_orchestration_run/service.py`（编排运行账本服务子包化）
-- 更新：`backend/app/services/ai_pmo_reply_renderer.py`、`backend/app/services/ai_pmo_review_service.py`、`backend/app/services/ai_pmo_typed_executor.py`、`backend/app/services/ai_pmo_typed_executor_common.py`、`backend/app/services/ai_pmo_typed_executor_mixins_parse.py`、`backend/app/services/ai_pmo_workflow_runtime.py` → `backend/app/services/ai_pmo_kernel/`（AI PMO 执行与回执运行时收敛到 kernel 子包）
-- 更新：`backend/app/services/cost_optimization_service.py`、`backend/app/services/model_lifecycle_service.py` → `backend/app/services/model_capability/`（模型能力相关服务收敛）
-- 更新：`backend/app/services/signal_strategic_analysis_service.py` → `backend/app/services/signal_planner/signal_strategic_analysis_service.py`（Signal Planner 分析写回服务归并）
+- 新增：`backend/app/services/ai_orchestration_run/ingress_worker.py`（AI PMO 入站消息异步消费、重试与最终回执发送）
+- 更新：`backend/app/services/ai_pmo_reply_renderer.py`、`backend/app/services/ai_pmo_review_service.py`、`backend/app/services/ai_pmo_typed_executor.py`、`backend/app/services/ai_pmo_typed_executor_common.py`、`backend/app/services/ai_pmo_typed_executor_mixins_parse.py`、`backend/app/services/ai_pmo_workflow_runtime.py` → `backend/app/services/ai_pmo/ai_pmo_kernel/`（AI PMO 执行与回执运行时收敛到 kernel 子包）
+- 更新：`backend/app/services/cost_optimization_service.py`、`backend/app/services/model_lifecycle_service.py` → `backend/app/services/model/model_capability/`（模型能力相关服务收敛）
+- 更新：`backend/app/services/signal_strategic_analysis_service.py` → `backend/app/services/signal/signal_planner/signal_strategic_analysis_service.py`（Signal Planner 分析写回服务归并）
 - 移除：`backend/app/services/llm_client.py`（全仓库无引用，按废弃文件清理）
-- 更新：`backend/app/services/analyzer.py`、`backend/app/services/fetcher.py` → `backend/app/services/signal_capture_service/impact_analyzer.py`、`backend/app/services/signal_capture_service/external_fetcher.py`（信号接入分析/抓取能力归并）
-- 更新：`backend/app/services/plane.py` → `backend/app/services/integration_core/plane_service.py`（Plane 兼容服务归并到 integration_core）
-- 更新：`backend/app/services/lark.py` → `backend/app/services/integration_core/lark_service.py`（Lark 兼容服务归并到 integration_core）
+- 更新：`backend/app/services/analyzer.py`、`backend/app/services/fetcher.py` → `backend/app/services/signal/signal_capture_service/impact_analyzer.py`、`backend/app/services/signal/signal_capture_service/external_fetcher.py`（信号接入分析/抓取能力归并）
+- 更新：`backend/app/services/plane.py` → `backend/app/services/integrations/integration_core/plane_service.py`（Plane 兼容服务归并到 integration_core）
+- 更新：`backend/app/services/lark.py` → `backend/app/services/integrations/integration_core/lark_service.py`（Lark 兼容服务归并到 integration_core）
 - 更新：`backend/app/services/workload_alert_service.py` → `backend/app/services/workload/workload_alert_service.py`（负载告警服务归并到 workload 子包）
 - 更新：`backend/app/services/task_persistence.py`（兼容壳移除，统一直接引用 `backend/app/services/task_persistence_core/`）
 - 更新：`backend/app/services/project_member_service.py` → `backend/app/services/project_member/service.py`（项目成员分配服务子包化）
 - 更新：`backend/app/services/recipe_service.py` → `backend/app/services/recipe/service.py`（食谱服务子包化）
-- 更新：`backend/app/services/model_routing_service.py` → `backend/app/services/model_routing/service.py`（模型路由服务子包化）
-- 更新：`backend/app/services/prompt_profile_service.py` → `backend/app/services/prompt_profile/service.py`（Prompt 画像服务子包化）
-- 更新：`backend/app/services/feishu_outbox_service.py` → `backend/app/services/feishu_outbox/service.py`（飞书 outbox 服务子包化）
-- 更新：`backend/app/services/wecom_integration.py` → `backend/app/services/wecom/service.py`（企业微信集成服务子包化）
+- 更新：`backend/app/services/model_routing_service.py` → `backend/app/services/model/model_routing/service.py`（模型路由服务子包化）
+- 更新：`backend/app/services/prompt_profile_service.py` → `backend/app/services/model/prompt_profile/service.py`（Prompt 画像服务子包化）
+- 更新：`backend/app/services/feishu_outbox_service.py` → `backend/app/services/integrations/feishu_outbox/service.py`（飞书 outbox 服务子包化）
+- 更新：`backend/app/services/wecom_integration.py` → `backend/app/services/integrations/wecom/service.py`（企业微信集成服务子包化）
 - 更新：`backend/app/services/skill_score_service.py` → `backend/app/services/skill/skill_score_service.py`（技能评分服务归并到 skill 子包）
 - 更新：`backend/app/services/auth.py`、`backend/app/services/audit_query_service.py`、`backend/app/services/notification_service.py`、`backend/app/services/operation_catalog_service.py`、`backend/app/services/operation_log_service.py` → `backend/app/services/*/service.py`（同名服务子包化，`services` 根目录不再保留 `.py` 文件）
 - 更新：`backend/app/services/` 根目录 `.py` 已清零（全部收敛到子包），仅保留目录化服务结构
@@ -374,6 +383,11 @@ uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
 - 双模型上下文注入仅允许通过 `ModelContextBundleService` 统一组包：固定三段 `knowledge_graph/task_template/contract_sync`，禁止在业务服务散落拼接 prompt 上下文
 - AI PMO `signal.create` 在用户显式要求“先分析再入库 / 自行分析”时，若批量信号结构化分析失败，禁止回退规则标题直接入库，必须返回失败安全态
 - 所有 LLM 调用禁止模型级兜底：禁止高阶升级、Safety 引擎、应急直连、stub 假成功；模型异常、超时或结构化输出不合法时必须显式报错
+- 禁止模型兜底回复文案：模型失败、超时、空响应、结构化解析失败时，必须返回真实错误原因；禁止输出“系统处理中/请稍后重试”等固定文案冒充成功结果
+- 用户可见问答链路（`function_name` 含 `answer/reply/qa`）禁止使用 `reasoning_content` 回退，避免思考过程外漏
+- AdaptiveRAG 场景化 Prompt 选择器必须在 `mixin_deep_guard_answer.py` 组装 Prompt 前执行，并遵循固定优先级：成员负载 > 外部趋势 > mixed > AI PMO 入口 > 默认 RAG
+- mixed 场景回复必须强制两段格式输出：`[回答]` 与 `[已收到需求] ...，已入库处理`，禁止把需求段落并入问答段落
+- 飞书与 AI PMO 入口（含 `message_intent=mixed`）问答链路必须绕过 deterministic/snapshot/glm_semantic 快路径，统一落到场景化 Prompt 生成，避免旧确定性清单回复覆盖场景格式
 - 本地 `ollama` 仅允许知识库问答链路使用，且必须通过 `llm_engine.settings.enable_local_kb_qa` 显式开启；未开启时运行期与连通测试都不可用
 - AI Steward 零配置创建任一步 LLM 失败、超时或 JSON 非法时必须直接报错，禁止回退默认 analysis/signal/charter/tasks 草稿
 - Signal Source Onboarding 的 planner/worker 任一步失败必须显式报错或标记 failed，禁止 heuristic/fallback 兜底计划与“最小闭环”摘要
@@ -403,6 +417,9 @@ uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
 - AI PMO 消息台列表接口补充：过滤短口水话 `query.read_only` 项（如“怎么样了/在吗”），保留后端记录但不下发前端收件流
 - AI PMO `signal_source.onboard` 入库规则：优先使用闭环摘要写入 `signals.summary`，闭环对话写入 `signals.content`，并在 `signals.strategic_analysis.source_context.implementation_modules` 持久化实现模块
 - SSTC 信号列表接口（`GET /projects/{project_id}/signals`）标题生成规则：优先 `signals.title`，其次 `signals.summary`，最后回退 `signals.content` 去前缀文本
+- SSTC 宪章详情接口（`GET /projects/{project_id}/charters/{charter_id}`）`alignment_records[]` 补充 `user_name/confirmed_at`，用于前端展示“对齐成员 + 对齐时间”
+- SSTC AI 拆解接口（`POST /projects/{project_id}/charters/{charter_id}/tasks/ai-breakdown`）执行任务标题去重（同次 + 历史任务），返回 `skipped_duplicates` 明确跳过计数
+- SSTC 发布创建接口（`POST /projects/{project_id}/releases`）新增已关联任务拦截：若 `task_ids` 命中历史发布计划已绑定任务，返回 `409` + `detail.task_ids`
 - 信号源编排补充：`SignalSourceOrchestrationService` 已停止运行时调用旧 command-first 执行链，统一改为“GLM 分析后直接调用服务写入”，编排结果字段对外收敛为 `execution`
 - 新增前端 API 调用：参考 `frontend/src/api/sstc.ts`
 - 新增数据库表：参考 `alembic/versions/` 最新 migration
@@ -416,26 +433,33 @@ uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
 
 ## 11. 已知 BOUNDARY（不要幻构行为）
 - 飞书回调字段可能缺失文件名/大小，仅保证 `attachment_id/key/type` 可用
-- 当前 LLM 主链默认直连引擎，不再依赖 OpenClaw 网关；请求超时统一以 `LLM_REQUEST_TIMEOUT` 环境变量为准
-- LLM 非结构化响应在 `content` 为空且存在 `reasoning_content` 时，可按需回退读取 `reasoning_content`（开关：`LLM_REASONING_CONTENT_FALLBACK`，默认关闭）
+- LLM 主链按 `OPENCLAW_ROUTING_ENABLED` 走 OpenClaw 路由规则（`backend/.openclaw/pmflow-routing-rules.json`）；请求超时统一以 `LLM_REQUEST_TIMEOUT` 环境变量为准
+- LLM 非结构化响应仅在非用户可见链路且显式开启 `LLM_REASONING_CONTENT_FALLBACK` 时，才允许从 `reasoning_content` 回退；`answer/reply/qa` 链路一律禁用该回退
 - World Model 静态层已接入 Redis 缓存（key: `wm:static:{tenant_id}:{project_id}`，TTL 600s）
 - 写操作后主动 invalidate，动态层不缓存
-- AI PMO 意图识别默认 `rule-first`：`AI_PMO_INTENT_LLM_ENABLED=true` 时，LLM 仅在规则低置信或 `default_query_fallback` 场景作为末位兜底；模型超时/不可用/结构化解析失败时回退规则链路，不中断主流程
+- AI PMO 意图识别已切换 `model-only`：`_resolve_intent` 仅接受 LLM 结构化结果，不再走规则/正则兜底链路
 - 环境变量以根目录 `.env` / `.env.example` 为唯一配置源；`backend/.env` 已移除且不再读取
 - Signal Planner 函数路由支持 `integrations(type='model_routing')` 覆盖配置；配置缺失时默认直连 GLM
 - Signal Planner 结构化调用采用 `25s` 硬超时：超时或结构化不合法时标记失败并通知人工重试，不再写入降级 `ai_planner(fallback_mode=true)`
 - AI Steward 用户侧已移除 OpenClaw 指挥规划入口；后续项目分析主链以 GLM 严格失败直出为准
 - 飞书业务命令命中旧 command-first 路由时，仅返回“已下线”阻断提示，不再触发实际执行
 - 模型命名统一使用裸模型名（如 `GLM-4.7`、`MiniMax-M2.5`），不使用供应商前缀模型名
-- 双 Agent 路由治理：默认直连 `GLM`，复杂意图仍使用 `classify_intent_complex`，不再经过 OpenClaw 控制平面
+- 双 Agent 路由治理：低/高层函数均可由 OpenClaw 规则命中到指定 provider/model（含 `classify_intent_ai_pmo_kernel`）
 - 双模型 DDL 治理图谱的模型来源优先读取显式模型配置；缺失时回退 `LLM_ROUTING_LOW_MODEL/LLM_ROUTING_HIGH_MODEL`
 - 写操作链路统一产出 `decision_trace`（intent/tier/confidence/gate_code/correction_action）用于离线回放与分桶评分
 - AI PMO 意图仲裁默认开启（`AI_PMO_INTENT_ARBITRATION_ENABLED=true`）：规则与 LLM 写操作冲突时按 `AI_PMO_INTENT_CONFLICT_POLICY=pending_manual` 强制进入人工确认，不直接自动执行
 - 飞书 `qa_llm` 回复已增加事实熔断：命中“数据库迁移/DDL/Alembic/让我直接处理/模型失败了所以没分析”等漂移语句时，自动回退固定模板，禁止对外宣称未证实执行动作
-- `project.create` 启用槽位完整性闸门：无法从指令提取有效项目名时标记 `slot_incomplete` 并进入人工确认
+- 飞书 `humanized_reply` 与 RAG 问答 Prompt 已显式禁止思考过程外显；回复链路会过滤以“让我先/让我尝试/我来看看/我先查/让我看看/我需要先”开头的前置段落
 - 数据库与核心写入链路统一使用北京时间（`Asia/Shanghai`）：PostgreSQL 会话时区、数据库默认时区与核心 `_utc_now*` 写入入口均已切换到北京时间
 - 后端与脚本层已清零 `datetime.utcnow()/timezone.utc`：统一使用 `backend/app/utils/timezone.py`（`now_cn_aware/now_cn_naive/CN_TZ`）管理时间语义
 - `operation_logs.created_at_beijing` 为应用层计算字段（非 DB 列），审计查询接口返回时统一补齐
 - 历史脏信号源修复优先复用同项目已存在 `signal_id`，仅无法复用时才触发 `capture-feishu` 补录
 - 兼容 SQL 查询入口：`ai_pmo_work_items` 为视图别名（底层映射 `work_items`），避免历史脚本直接查旧表名失败
 - `signal_source.onboard` 已加入工作流门禁旁路：进入执行阶段后按闭环结果返回 `succeeded/pending_manual/failed_safe`，不再被前置仿真门禁直接拦截为 `waiting_manual`
+- 飞书入站已拆分“短确认同步快路径 + 非短确认异步队列”：短确认命中会话窗口时直接继承上轮意图并同步执行；其余消息先回“已收到，正在处理”后由 `ai_orchestration_runs` 异步 worker 执行与重试
+- `ai_orchestration_runs.project_id` 允许为空：用于承载尚未完成项目归属判定的入站异步任务；既有 `signal_source_onboarding` 运行仍按显式 `project_id` 写入
+- `/ai-pmo/process-text` 问答链路在 AdaptiveRAG 内通过 `asked_via=pmflow_manual` 识别为 AI PMO 入口；mixed 场景通过 `message_intent=mixed` 透传触发专用 Prompt 与两段输出格式化
+- `PROMPT_DECOMPOSE_TASKS` 技能标签来源已改为运行时动态注入：优先读取 `skill_tags`（按 `sort_order/name`），为空时才回退默认技能集合
+
+## 12. 技术债务清单
+- [ ] `mixin_auto.py` `_safe_int` NameError：之前被 `simulation_capacity_limit` 门禁遮住未暴露，需单独任务修复
diff --git a/backend/.openclaw/pmflow-routing-rules.json b/backend/.openclaw/pmflow-routing-rules.json
index 0818c1d1..cd365b48 100644
--- a/backend/.openclaw/pmflow-routing-rules.json
+++ b/backend/.openclaw/pmflow-routing-rules.json
@@ -29,6 +29,16 @@
       "api_env": "OPENAI_API_KEY",
       "function_exact": "classify_intent_complex"
     },
+    {
+      "name": "engine_low_intent_kernel_exact",
+      "enabled": true,
+      "priority": 310,
+      "tier": "low",
+      "provider": "glm",
+      "model": "GLM-4.7",
+      "api_env": "GLM_API_KEY",
+      "function_exact": "classify_intent_ai_pmo_kernel"
+    },
     {
       "name": "engine_low_execute_glm_flash",
       "enabled": true,
diff --git a/backend/alembic/versions/20260316_add_ai_orchestration_ingress_async_fields.py b/backend/alembic/versions/20260316_add_ai_orchestration_ingress_async_fields.py
new file mode 100644
index 00000000..b11e670a
--- /dev/null
+++ b/backend/alembic/versions/20260316_add_ai_orchestration_ingress_async_fields.py
@@ -0,0 +1,165 @@
+"""add ai orchestration ingress async fields
+
+Revision ID: add_ai_orchestration_ingress_async_fields
+Revises: add_signal_planner_fields
+Create Date: 2026-03-16
+"""
+
+from __future__ import annotations
+
+from alembic import op
+import sqlalchemy as sa
+
+
+revision = "add_ai_orchestration_ingress_async_fields"
+down_revision = "add_signal_planner_fields"
+branch_labels = None
+depends_on = None
+
+
+def _table_exists(bind, table_name: str) -> bool:
+    return sa.inspect(bind).has_table(table_name)
+
+
+def _column_exists(bind, table_name: str, column_name: str) -> bool:
+    inspector = sa.inspect(bind)
+    if not inspector.has_table(table_name):
+        return False
+    return any(str(item.get("name") or "") == column_name for item in inspector.get_columns(table_name))
+
+
+def _index_exists(bind, table_name: str, index_name: str) -> bool:
+    inspector = sa.inspect(bind)
+    if not inspector.has_table(table_name):
+        return False
+    return any(str(item.get("name") or "") == index_name for item in inspector.get_indexes(table_name))
+
+
+def _create_index_if_missing(bind, table_name: str, index_name: str, columns: list[str]) -> None:
+    if not _index_exists(bind, table_name, index_name):
+        op.create_index(index_name, table_name, columns)
+
+
+def _drop_index_if_exists(bind, table_name: str, index_name: str) -> None:
+    if _index_exists(bind, table_name, index_name):
+        op.drop_index(index_name, table_name=table_name)
+
+
+def upgrade() -> None:
+    bind = op.get_bind()
+    table_name = "ai_orchestration_runs"
+    if not _table_exists(bind, table_name):
+        return
+
+    with op.batch_alter_table(table_name) as batch_op:
+        if _column_exists(bind, table_name, "project_id"):
+            batch_op.alter_column("project_id", existing_type=sa.BigInteger(), nullable=True)
+        if not _column_exists(bind, table_name, "source_system"):
+            batch_op.add_column(sa.Column("source_system", sa.String(length=32), nullable=True))
+        if not _column_exists(bind, table_name, "source_message_id"):
+            batch_op.add_column(sa.Column("source_message_id", sa.String(length=128), nullable=True))
+        if not _column_exists(bind, table_name, "sender"):
+            batch_op.add_column(sa.Column("sender", sa.String(length=128), nullable=True))
+        if not _column_exists(bind, table_name, "source_sender_open_id"):
+            batch_op.add_column(sa.Column("source_sender_open_id", sa.String(length=128), nullable=True))
+        if not _column_exists(bind, table_name, "channel_ref"):
+            batch_op.add_column(sa.Column("channel_ref", sa.String(length=128), nullable=True))
+        if not _column_exists(bind, table_name, "chat_type"):
+            batch_op.add_column(sa.Column("chat_type", sa.String(length=32), nullable=True))
+        if not _column_exists(bind, table_name, "captured_at"):
+            batch_op.add_column(sa.Column("captured_at", sa.TIMESTAMP(), nullable=True))
+        if not _column_exists(bind, table_name, "message_text"):
+            batch_op.add_column(sa.Column("message_text", sa.Text(), nullable=True))
+        if not _column_exists(bind, table_name, "project_hint_id"):
+            batch_op.add_column(sa.Column("project_hint_id", sa.BigInteger(), sa.ForeignKey("projects.id"), nullable=True))
+        if not _column_exists(bind, table_name, "retry_count"):
+            batch_op.add_column(sa.Column("retry_count", sa.Integer(), nullable=False, server_default="0"))
+        if not _column_exists(bind, table_name, "max_retries"):
+            batch_op.add_column(sa.Column("max_retries", sa.Integer(), nullable=False, server_default="3"))
+        if not _column_exists(bind, table_name, "next_retry_at"):
+            batch_op.add_column(sa.Column("next_retry_at", sa.TIMESTAMP(), nullable=True))
+        if not _column_exists(bind, table_name, "last_error"):
+            batch_op.add_column(sa.Column("last_error", sa.Text(), nullable=True))
+        if not _column_exists(bind, table_name, "last_error_at"):
+            batch_op.add_column(sa.Column("last_error_at", sa.TIMESTAMP(), nullable=True))
+        if not _column_exists(bind, table_name, "ack_sent_at"):
+            batch_op.add_column(sa.Column("ack_sent_at", sa.TIMESTAMP(), nullable=True))
+        if not _column_exists(bind, table_name, "result_notified_at"):
+            batch_op.add_column(sa.Column("result_notified_at", sa.TIMESTAMP(), nullable=True))
+        if not _column_exists(bind, table_name, "work_item_id"):
+            batch_op.add_column(
+                sa.Column(
+                    "work_item_id",
+                    sa.Integer(),
+                    sa.ForeignKey("work_items.id", ondelete="SET NULL"),
+                    nullable=True,
+                )
+            )
+
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_source_system", ["source_system"])
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_source_message_id", ["source_message_id"])
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_source_sender_open_id", ["source_sender_open_id"])
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_channel_ref", ["channel_ref"])
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_captured_at", ["captured_at"])
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_project_hint_id", ["project_hint_id"])
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_next_retry_at", ["next_retry_at"])
+    _create_index_if_missing(bind, table_name, "ix_ai_orchestration_runs_work_item_id", ["work_item_id"])
+    _create_index_if_missing(
+        bind,
+        table_name,
+        "ix_ai_orchestration_runs_run_type_status_next_retry",
+        ["run_type", "status", "next_retry_at"],
+    )
+
+
+def downgrade() -> None:
+    bind = op.get_bind()
+    table_name = "ai_orchestration_runs"
+    if not _table_exists(bind, table_name):
+        return
+
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_run_type_status_next_retry")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_work_item_id")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_next_retry_at")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_project_hint_id")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_captured_at")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_channel_ref")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_source_sender_open_id")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_source_message_id")
+    _drop_index_if_exists(bind, table_name, "ix_ai_orchestration_runs_source_system")
+
+    with op.batch_alter_table(table_name) as batch_op:
+        if _column_exists(bind, table_name, "work_item_id"):
+            batch_op.drop_column("work_item_id")
+        if _column_exists(bind, table_name, "result_notified_at"):
+            batch_op.drop_column("result_notified_at")
+        if _column_exists(bind, table_name, "ack_sent_at"):
+            batch_op.drop_column("ack_sent_at")
+        if _column_exists(bind, table_name, "last_error_at"):
+            batch_op.drop_column("last_error_at")
+        if _column_exists(bind, table_name, "last_error"):
+            batch_op.drop_column("last_error")
+        if _column_exists(bind, table_name, "next_retry_at"):
+            batch_op.drop_column("next_retry_at")
+        if _column_exists(bind, table_name, "max_retries"):
+            batch_op.drop_column("max_retries")
+        if _column_exists(bind, table_name, "retry_count"):
+            batch_op.drop_column("retry_count")
+        if _column_exists(bind, table_name, "project_hint_id"):
+            batch_op.drop_column("project_hint_id")
+        if _column_exists(bind, table_name, "message_text"):
+            batch_op.drop_column("message_text")
+        if _column_exists(bind, table_name, "captured_at"):
+            batch_op.drop_column("captured_at")
+        if _column_exists(bind, table_name, "chat_type"):
+            batch_op.drop_column("chat_type")
+        if _column_exists(bind, table_name, "channel_ref"):
+            batch_op.drop_column("channel_ref")
+        if _column_exists(bind, table_name, "source_sender_open_id"):
+            batch_op.drop_column("source_sender_open_id")
+        if _column_exists(bind, table_name, "sender"):
+            batch_op.drop_column("sender")
+        if _column_exists(bind, table_name, "source_message_id"):
+            batch_op.drop_column("source_message_id")
+        if _column_exists(bind, table_name, "source_system"):
+            batch_op.drop_column("source_system")
diff --git a/backend/app/api/ai_pmo_api/shared.py b/backend/app/api/ai_pmo_api/shared.py
index 3885e1bf..5b9dd920 100644
--- a/backend/app/api/ai_pmo_api/shared.py
+++ b/backend/app/api/ai_pmo_api/shared.py
@@ -16,8 +16,8 @@ from ...core.database import AsyncSessionLocal, get_db
 from ...dependencies.auth import get_current_user
 from ...dependencies.tenant import get_tenant_id
 from ...models import DecisionRecord, IngestEvent, PlanBundle, PortfolioSnapshot, Project, ReplyReceipt, User, WorkItem
-from ...services.ai_pmo_cadence import AIPMOCadenceService
-from ...services.ai_pmo_kernel import AIPMOKernelService
+from ...services.ai_pmo.ai_pmo_cadence import AIPMOCadenceService
+from ...services.ai_pmo.ai_pmo_kernel import AIPMOKernelService
 
 router = APIRouter(prefix="/ai-pmo", tags=["AI PMO"])
 logger = get_logger(__name__)
diff --git a/backend/app/api/ai_steward_api/shared.py b/backend/app/api/ai_steward_api/shared.py
index 8824a5ff..65df3d53 100644
--- a/backend/app/api/ai_steward_api/shared.py
+++ b/backend/app/api/ai_steward_api/shared.py
@@ -23,10 +23,10 @@ from ...services.blocker_detection_core import get_blocker_detection_service
 from ...services.cognitive_conflict_core import get_cognitive_conflict_service
 from ...services.daily_briefing_core import get_daily_briefing_service
 from ...services.event_workflow_core import WorkflowEventType, get_event_workflow_engine
-from ...services.feishu_outbox import FeishuOutboxService
-from ...services.signal_capture_service import ProactiveSignalCaptureService
-from ...services.signal_source_orchestration import SignalSourceOrchestrationService
-from ...services.signal_source_repair import (
+from ...services.integrations.feishu_outbox import FeishuOutboxService
+from ...services.signal.signal_capture_service import ProactiveSignalCaptureService
+from ...services.signal.signal_source_orchestration import SignalSourceOrchestrationService
+from ...services.signal.signal_source_repair import (
     SignalSourceRepairMissingSignalError,
     SignalSourceRepairService,
     SignalSourceRepairTimeoutError,
diff --git a/backend/app/api/feishu_api/config_routes.py b/backend/app/api/feishu_api/config_routes.py
index 8a30281c..d06fe595 100644
--- a/backend/app/api/feishu_api/config_routes.py
+++ b/backend/app/api/feishu_api/config_routes.py
@@ -11,8 +11,8 @@ from ...dependencies.auth import get_current_user
 from ...dependencies.tenant import get_tenant_id
 from ...models import Integration, User
 from ...services.auth import has_any_role
-from ...services.feishu_integration_service import get_feishu_service
-from ...services.feishu_long_connection_core import get_feishu_long_connection_manager
+from ...services.integrations.feishu_integration_service import get_feishu_service
+from ...services.integrations.feishu_long_connection_core import get_feishu_long_connection_manager
 from .schemas import FeishuConfigRequest
 
 router = APIRouter()
diff --git a/backend/app/api/feishu_api/long_connection_routes.py b/backend/app/api/feishu_api/long_connection_routes.py
index 1221f730..1449b347 100644
--- a/backend/app/api/feishu_api/long_connection_routes.py
+++ b/backend/app/api/feishu_api/long_connection_routes.py
@@ -7,7 +7,7 @@ from fastapi import APIRouter, Depends, HTTPException
 from ...dependencies.auth import get_current_user
 from ...models import User
 from ...services.auth import has_any_role
-from ...services.feishu_long_connection_core import get_feishu_long_connection_manager
+from ...services.integrations.feishu_long_connection_core import get_feishu_long_connection_manager
 
 router = APIRouter()
 
diff --git a/backend/app/api/feishu_api/message_routes.py b/backend/app/api/feishu_api/message_routes.py
index d5690b83..4ee19873 100644
--- a/backend/app/api/feishu_api/message_routes.py
+++ b/backend/app/api/feishu_api/message_routes.py
@@ -9,7 +9,7 @@ from ...core.database import get_db
 from ...dependencies.auth import get_current_user
 from ...dependencies.tenant import get_tenant_id
 from ...models import User
-from ...services.feishu_integration_service import get_feishu_service
+from ...services.integrations.feishu_integration_service import get_feishu_service
 from .schemas import FeishuSendCardRequest, FeishuSendMessageRequest
 
 router = APIRouter()
diff --git a/backend/app/api/feishu_api/test_routes.py b/backend/app/api/feishu_api/test_routes.py
index 44d9e315..75e38fd8 100644
--- a/backend/app/api/feishu_api/test_routes.py
+++ b/backend/app/api/feishu_api/test_routes.py
@@ -9,8 +9,8 @@ from ...core.database import get_db
 from ...dependencies.auth import get_current_user
 from ...dependencies.tenant import get_tenant_id
 from ...models import User
-from ...services.feishu_integration_service import get_feishu_service
-from ...services.feishu_long_connection_core import get_feishu_long_connection_manager
+from ...services.integrations.feishu_integration_service import get_feishu_service
+from ...services.integrations.feishu_long_connection_core import get_feishu_long_connection_manager
 from .helpers import build_long_connection_failure
 
 router = APIRouter()
diff --git a/backend/app/api/knowledge_graph.py b/backend/app/api/knowledge_graph.py
index 19ec0317..10a6d164 100644
--- a/backend/app/api/knowledge_graph.py
+++ b/backend/app/api/knowledge_graph.py
@@ -15,7 +15,7 @@ from ..dependencies.auth import get_current_user
 from ..dependencies.tenant import get_tenant_id
 from ..models import User
 from ..services.auth import has_any_role
-from ..services.model_context_bundle import ModelContextBundleService
+from ..services.model.model_context_bundle import ModelContextBundleService
 from ..services.project_knowledge_graph_service import ProjectKnowledgeGraphService
 
 router = APIRouter(prefix="/ai-steward/knowledge-graph", tags=["AI Steward"])
diff --git a/backend/app/api/model_capability_api/shared.py b/backend/app/api/model_capability_api/shared.py
index 669d6d49..4febbf53 100644
--- a/backend/app/api/model_capability_api/shared.py
+++ b/backend/app/api/model_capability_api/shared.py
@@ -21,9 +21,9 @@ from ...schemas.model_capability import (
     ValidateMatchRequest,
 )
 from ...services.ai_service_core import get_ai_service
-from ...services.model_capability.cost_optimization_service import CostOptimizationService
+from ...services.model.model_capability.cost_optimization_service import CostOptimizationService
 from ...services.experiment_sync import ExperimentSyncService
-from ...services.model_capability import ModelCapabilityService
-from ...services.model_capability.model_lifecycle_service import ModelLifecycleService
+from ...services.model.model_capability import ModelCapabilityService
+from ...services.model.model_capability.model_lifecycle_service import ModelLifecycleService
 
 router = APIRouter(prefix="/model-capability", tags=["model-capability"])
diff --git a/backend/app/api/model_routing.py b/backend/app/api/model_routing.py
index b7012125..36cb2579 100644
--- a/backend/app/api/model_routing.py
+++ b/backend/app/api/model_routing.py
@@ -14,7 +14,7 @@ from ..core.database import get_db
 from ..dependencies import get_current_user
 from ..models import User
 from ..services.auth import has_any_role
-from ..services.model_routing import ModelRoutingService
+from ..services.model.model_routing import ModelRoutingService
 from ..services.operation_log_service import log_operation
 
 router = APIRouter(prefix="/model-routing", tags=["model_routing"])
diff --git a/backend/app/api/projects_api/__init__.py b/backend/app/api/projects_api/__init__.py
index 5357738b..0cb9ddfc 100644
--- a/backend/app/api/projects_api/__init__.py
+++ b/backend/app/api/projects_api/__init__.py
@@ -4,7 +4,9 @@ from fastapi import APIRouter
 
 from . import routes_list, routes_mutation, routes_signals
 
-router = APIRouter(prefix="/projects", tags=["projects"])
+# routes_* already use the shared router with prefix "/projects";
+# keep this package router unprefixed to avoid "/projects/projects/*".
+router = APIRouter(tags=["projects"])
 for _module in [routes_list, routes_mutation, routes_signals]:
     router.include_router(_module.router)
 
diff --git a/backend/app/api/projects_api/helpers.py b/backend/app/api/projects_api/helpers.py
index dc972960..93e32d5d 100644
--- a/backend/app/api/projects_api/helpers.py
+++ b/backend/app/api/projects_api/helpers.py
@@ -152,7 +152,7 @@ async def _cleanup_project_dependencies(
         .values(task_id=None)
     )
 
-    # 非空外键：必须先删依赖记录。
+    # 强关联依赖：删除项目时同步清理关联运行/执行记录。
     await db.execute(
         delete(AIWorkerExecution).where(
             and_(
@@ -263,4 +263,3 @@ async def _cleanup_project_dependencies(
         )
         .values(current_project_id=None)
     )
-
diff --git a/backend/app/api/projects_api/shared.py b/backend/app/api/projects_api/shared.py
index e57fa2ce..af68f03a 100644
--- a/backend/app/api/projects_api/shared.py
+++ b/backend/app/api/projects_api/shared.py
@@ -29,7 +29,7 @@ from ...models import (
     UserProject,
     WorkItem,
 )
-from ...services.ai_pmo_kernel import AIPMOKernelService
+from ...services.ai_pmo.ai_pmo_kernel import AIPMOKernelService
 from ...services.context_cache_service import context_cache_service
 from ...services.operation_log_service import log_operation
 from ...services.project_member import (
diff --git a/backend/app/api/prompt_profiles.py b/backend/app/api/prompt_profiles.py
index 38be13d9..5b13b164 100644
--- a/backend/app/api/prompt_profiles.py
+++ b/backend/app/api/prompt_profiles.py
@@ -14,7 +14,7 @@ from ..dependencies.auth import get_current_user
 from ..dependencies.tenant import get_tenant_id
 from ..models import User
 from ..services.auth import has_any_role
-from ..services.prompt_profile import prompt_profile_service
+from ..services.model.prompt_profile import prompt_profile_service
 
 router = APIRouter(prefix="/ai-steward/prompt-profiles", tags=["AI Steward"])
 
diff --git a/backend/app/api/rag_api/shared.py b/backend/app/api/rag_api/shared.py
index ad9a96cf..520037f8 100644
--- a/backend/app/api/rag_api/shared.py
+++ b/backend/app/api/rag_api/shared.py
@@ -28,6 +28,6 @@ from ...schemas.rag import (
     SymbolSyncRequest,
 )
 from ...services.adaptive_rag_service import AdaptiveRAGService
-from ...services.symbol_index import SymbolIndexService
+from ...services.signal.symbol_index import SymbolIndexService
 
 router = APIRouter(prefix="/rag", tags=["Adaptive RAG"])
diff --git a/backend/app/api/scheduler.py b/backend/app/api/scheduler.py
index 30aadb8f..ec4c698e 100644
--- a/backend/app/api/scheduler.py
+++ b/backend/app/api/scheduler.py
@@ -10,9 +10,9 @@ from ..core.database import get_db
 from ..dependencies import require_manager_user
 from ..models import KnowledgeBaseDoc, Project, User
 from ..services.adaptive_rag_service import AdaptiveRAGService
-from ..services.ai_pmo_cadence import AIPMOCadenceService
+from ..services.ai_pmo.ai_pmo_cadence import AIPMOCadenceService
 from ..services.project_knowledge_graph_service import ProjectKnowledgeGraphService
-from ..services.symbol_index import SymbolIndexService
+from ..services.signal.symbol_index import SymbolIndexService
 from ..services import workload as workload_service
 
 router = APIRouter(prefix="/scheduler", tags=["scheduler"])
diff --git a/backend/app/api/signals_api/ingest_fetch.py b/backend/app/api/signals_api/ingest_fetch.py
index e9c3419b..87800cd1 100644
--- a/backend/app/api/signals_api/ingest_fetch.py
+++ b/backend/app/api/signals_api/ingest_fetch.py
@@ -12,11 +12,11 @@ from ...core.database import get_db
 from ...dependencies.tenant import get_tenant_id
 from ...models import Signal
 from ...schemas import SignalCreate, SignalPriority, classify_signal_priority
-from ...services.signal_capture_service.impact_analyzer import analyze_impact
-from ...services.signal_capture_service.external_fetcher import fetch_hn_stories
-from ...services.integration_core.lark_service import LarkService
+from ...services.signal.signal_capture_service.impact_analyzer import analyze_impact
+from ...services.signal.signal_capture_service.external_fetcher import fetch_hn_stories
+from ...services.integrations.integration_core.lark_service import LarkService
 from ...services.llm_service import llm_service
-from ...services.integration_core.plane_service import plane_service
+from ...services.integrations.integration_core.plane_service import plane_service
 
 router = APIRouter()
 lark_service = LarkService()
diff --git a/backend/app/api/skill_tags_api/routes.py b/backend/app/api/skill_tags_api/routes.py
index 483d4e92..9d04ac87 100644
--- a/backend/app/api/skill_tags_api/routes.py
+++ b/backend/app/api/skill_tags_api/routes.py
@@ -10,7 +10,7 @@ from ...core.database import get_db
 from ...dependencies import get_current_user, get_tenant_id, require_roles
 from ...models import SkillTag, User, UserSkillBinding
 from ...services import skill as skill_service
-from ...services.ai_pmo_kernel import AIPMOKernelService
+from ...services.ai_pmo.ai_pmo_kernel import AIPMOKernelService
 from ...services.auth import has_any_role
 from ...utils.timezone import now_cn_naive
 from .contracts import (
diff --git a/backend/app/api/sstc_api/charters_ai_alignment.py b/backend/app/api/sstc_api/charters_ai_alignment.py
index 8e6dd76c..f2714ec1 100644
--- a/backend/app/api/sstc_api/charters_ai_alignment.py
+++ b/backend/app/api/sstc_api/charters_ai_alignment.py
@@ -190,6 +190,9 @@ async def confirm_alignment(
         row.comments = body.comments
 
     member_ids = await svc.get_project_member_ids(pid)
+    if not member_ids:
+        # 无项目成员时至少以当前操作者作为最小确认集合，避免状态永久卡在“对齐中”。
+        member_ids = [int(current_user.id)]
     confirmed_map: set[int] = set()
     rows_result = await db.execute(
         select(AlignmentRecord).where(
@@ -253,4 +256,3 @@ async def confirm_alignment(
             "member_count": len(member_ids),
         }
     )
-
diff --git a/backend/app/api/sstc_api/charters_detail_update.py b/backend/app/api/sstc_api/charters_detail_update.py
index de6cca50..e342aeef 100644
--- a/backend/app/api/sstc_api/charters_detail_update.py
+++ b/backend/app/api/sstc_api/charters_detail_update.py
@@ -58,6 +58,20 @@ async def get_charter_detail(
         )
     )
     alignments = list(align_result.scalars().all())
+    alignment_user_name_map: dict[int, str] = {}
+    alignment_user_ids = sorted({int(item.user_id) for item in alignments if item.user_id is not None})
+    if alignment_user_ids:
+        user_result = await db.execute(
+            select(User.id, User.name, User.username).where(
+                and_(
+                    User.tenant_id == tenant_id,
+                    User.id.in_(alignment_user_ids),
+                )
+            )
+        )
+        for user_id, name, username in user_result.all():
+            uid = int(user_id)
+            alignment_user_name_map[uid] = str(name or username or f"用户 {uid}")
     source_signal = _select_source_signal(charter, signal_rows)
 
     return success_response(
@@ -69,7 +83,13 @@ async def get_charter_detail(
             "signals": [_serialize_charter_signal(signal) for signal in signal_rows],
             "source_signal": _serialize_source_signal(source_signal) if source_signal else None,
             "tasks": [_serialize_charter_task(task) for task in tasks],
-            "alignment_records": [_serialize_alignment_record(record) for record in alignments],
+            "alignment_records": [
+                _serialize_alignment_record(
+                    record,
+                    alignment_user_name_map.get(int(record.user_id)),
+                )
+                for record in alignments
+            ],
             "status": charter.status,
             "version": charter.version,
         }
@@ -173,4 +193,3 @@ async def update_charter(
     update_payload = _build_charter_summary_payload(charter)
     update_payload["new_version_created"] = False
     return success_response(update_payload)
-
diff --git a/backend/app/api/sstc_api/releases_list_create.py b/backend/app/api/sstc_api/releases_list_create.py
index 4760afbb..e8003d43 100644
--- a/backend/app/api/sstc_api/releases_list_create.py
+++ b/backend/app/api/sstc_api/releases_list_create.py
@@ -54,20 +54,49 @@ async def create_release_plan(
         charter_id=int(body.charter_id),
     )
 
-    if not body.task_ids:
+    normalized_task_ids = sorted({int(task_id) for task_id in body.task_ids if int(task_id) > 0})
+    if not normalized_task_ids:
         raise HTTPException(status_code=400, detail="发布计划必须绑定至少一个任务")
 
+    release_result = await db.execute(
+        select(TruthNode.id, TruthNode.content).where(
+            and_(
+                TruthNode.project_id == pid,
+                TruthNode.tenant_id == tenant_id,
+                TruthNode.node_type == "release",
+            )
+        )
+    )
+    linked_task_ids: set[int] = set()
+    for _release_id, raw_content in release_result.all():
+        content = _as_dict(raw_content)
+        for task_id in content.get("task_ids", []) or []:
+            if isinstance(task_id, int):
+                linked_task_ids.add(int(task_id))
+                continue
+            if isinstance(task_id, str) and task_id.strip().isdigit():
+                linked_task_ids.add(int(task_id.strip()))
+    duplicated_task_ids = sorted(set(normalized_task_ids) & linked_task_ids)
+    if duplicated_task_ids:
+        raise HTTPException(
+            status_code=409,
+            detail={
+                "message": "部分任务已关联到其他发布计划",
+                "task_ids": duplicated_task_ids,
+            },
+        )
+
     task_result = await db.execute(
         select(Task).where(
             and_(
-                Task.id.in_(body.task_ids),
+                Task.id.in_(normalized_task_ids),
                 Task.project_id == pid,
                 Task.tenant_id == tenant_id,
             )
         )
     )
     tasks = list(task_result.scalars().all())
-    if len(tasks) != len(body.task_ids):
+    if len(tasks) != len(normalized_task_ids):
         raise HTTPException(status_code=400, detail="部分任务不存在")
     not_done = [t for t in tasks if (t.status or "").lower() not in DONE_STATUSES]
     if not_done:
@@ -108,7 +137,7 @@ async def create_release_plan(
         entity_type="release",
         entity_id="new",
         action="create",
-        after_data={"title": release_node.title, "task_ids": body.task_ids},
+        after_data={"title": release_node.title, "task_ids": normalized_task_ids},
     )
     await db.commit()
     await db.refresh(release_node)
@@ -120,4 +149,3 @@ async def create_release_plan(
             "content": _as_dict(release_node.content),
         }
     )
-
diff --git a/backend/app/api/sstc_api/shared.py b/backend/app/api/sstc_api/shared.py
index 8379d548..dcd762ef 100644
--- a/backend/app/api/sstc_api/shared.py
+++ b/backend/app/api/sstc_api/shared.py
@@ -43,11 +43,11 @@ from ...schemas.sstc import (
 )
 from ...services.skill import skill_score_service
 from ...services import workload as workload_service
-from ...services.ai_pmo_kernel import AIPMOKernelService
+from ...services.ai_pmo.ai_pmo_kernel import AIPMOKernelService
 from ...services.ai_service_core import AIService
 from ...services.auth import has_any_role
 from ...services.budget_enforcement import BudgetEnforcementService
-from ...services.feishu_integration_service import get_feishu_service
+from ...services.integrations.feishu_integration_service import get_feishu_service
 from ...services.llm_service import llm_service
 from ...services.operation_log_service import log_operation
 from ...services.skill import recommend_personnel
diff --git a/backend/app/api/sstc_api/tasks_ai_breakdown.py b/backend/app/api/sstc_api/tasks_ai_breakdown.py
index 46101c4a..592485a1 100644
--- a/backend/app/api/sstc_api/tasks_ai_breakdown.py
+++ b/backend/app/api/sstc_api/tasks_ai_breakdown.py
@@ -1,5 +1,7 @@
 from __future__ import annotations
 
+import re
+
 from .shared import *
 
 from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project
@@ -8,6 +10,13 @@ from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_projec
 
 router = APIRouter(tags=["sstc"])
 
+_TITLE_NORMALIZE_RE = re.compile(r"[\s\-_]+")
+
+
+def _task_title_key(value: str) -> str:
+    text = str(value or "").strip().lower()
+    return _TITLE_NORMALIZE_RE.sub("", text)
+
 @router.post("/projects/{project_id}/charters/{charter_id}/tasks/ai-breakdown")
 async def ai_breakdown_tasks(
     project_id: str,
@@ -45,13 +54,38 @@ async def ai_breakdown_tasks(
     except Exception as exc:
         raise HTTPException(status_code=500, detail=f"AI 拆解失败: {exc}") from exc
 
+    existing_task_title_result = await db.execute(
+        select(Task.title).where(
+            and_(
+                Task.truth_node_id == cid,
+                Task.project_id == pid,
+                Task.tenant_id == tenant_id,
+            )
+        )
+    )
+    existing_title_keys = {
+        _task_title_key(str(title))
+        for title in existing_task_title_result.scalars().all()
+        if str(title or "").strip()
+    }
+    seen_title_keys = set(existing_title_keys)
+
     created = []
+    skipped_duplicates = 0
     prompt_tokens = max(len(prompt) // 4, 1)
     completion_tokens = 0
     for item in rows or []:
         title = compact_title((item.get("task_name") or item.get("title") or ""), max_len=32)
         if not title:
             continue
+        title_key = _task_title_key(title)
+        if not title_key:
+            continue
+        if title_key in seen_title_keys:
+            skipped_duplicates += 1
+            continue
+        seen_title_keys.add(title_key)
+
         priority = str(item.get("priority") or "P1").lower()
         mapped_priority = "high" if priority == "p0" else "medium" if priority == "p1" else "low"
         task = await persist_task(
@@ -82,7 +116,7 @@ async def ai_breakdown_tasks(
             user_id=int(current_user.id),
             function_name="sstc_ai_breakdown",
             prompt=prompt,
-            response=f"created_count={len(created)}",
+            response=f"created_count={len(created)},skipped_duplicates={skipped_duplicates}",
             tokens_used=prompt_tokens + completion_tokens,
             cost=((prompt_tokens * 0.00015 + completion_tokens * 0.0006) / 1000),
             status="success",
@@ -96,7 +130,7 @@ async def ai_breakdown_tasks(
         entity_type="task",
         entity_id=str(cid),
         action="ai_breakdown",
-        after_data={"created_count": len(created)},
+        after_data={"created_count": len(created), "skipped_duplicates": skipped_duplicates},
     )
     await db.commit()
     for task in created:
@@ -112,10 +146,10 @@ async def ai_breakdown_tasks(
     return success_response(
         {
             "created_count": len(created),
+            "skipped_duplicates": skipped_duplicates,
             "items": [
                 {"id": str(t.id), "title": t.title, "priority": t.priority, "status": t.status}
                 for t in created
             ],
         }
     )
-
diff --git a/backend/app/api/tasks.py b/backend/app/api/tasks.py
index 6fb6d687..5ea31d76 100644
--- a/backend/app/api/tasks.py
+++ b/backend/app/api/tasks.py
@@ -9,7 +9,7 @@ from ..dependencies import get_current_user, require_manager_user
 from ..models import Task, User, UserProject
 from ..schemas import TaskBreakdownRequest, TaskBreakdownResponse
 from ..services.llm_service import llm_service
-from ..services.integration_core.plane_service import plane_service
+from ..services.integrations.integration_core.plane_service import plane_service
 from ..services.skill import recommend_personnel
 
 router = APIRouter(prefix="/tasks", tags=["tasks"])
diff --git a/backend/app/api/users_api/shared.py b/backend/app/api/users_api/shared.py
index d5d260e1..99a7ecdd 100644
--- a/backend/app/api/users_api/shared.py
+++ b/backend/app/api/users_api/shared.py
@@ -37,7 +37,7 @@ from ...schemas import (
     UserUpdate,
 )
 from ...services import skill as skill_service
-from ...services.ai_pmo_kernel import AIPMOKernelService
+from ...services.ai_pmo.ai_pmo_kernel import AIPMOKernelService
 from ...services.auth import AuthService
 from ...services.operation_log_service import log_operation
 from ...utils.timezone import now_cn_naive
diff --git a/backend/app/api/webhooks.py b/backend/app/api/webhooks.py
index 15496e86..12ee89e6 100644
--- a/backend/app/api/webhooks.py
+++ b/backend/app/api/webhooks.py
@@ -11,7 +11,7 @@ from sqlalchemy.future import select
 from ..core.database import get_db
 from ..models import Signal
 from ..services.llm_service import llm_service
-from ..services.integration_core.plane_service import plane_service
+from ..services.integrations.integration_core.plane_service import plane_service
 
 from ..utils.timezone import now_cn_aware
 router = APIRouter(prefix="/webhooks", tags=["webhooks"])
diff --git a/backend/app/api/wecom_api/config.py b/backend/app/api/wecom_api/config.py
index 033f4447..20dc8b66 100644
--- a/backend/app/api/wecom_api/config.py
+++ b/backend/app/api/wecom_api/config.py
@@ -11,7 +11,7 @@ from ...dependencies.auth import get_current_user
 from ...dependencies.tenant import get_tenant_id
 from ...models import Integration, User
 from ...services.auth import has_any_role
-from ...services.wecom import get_wecom_service
+from ...services.integrations.wecom import get_wecom_service
 from .schemas import WeComConfigRequest
 
 router = APIRouter()
diff --git a/backend/app/api/wecom_api/messaging.py b/backend/app/api/wecom_api/messaging.py
index 5f40aea1..038d3498 100644
--- a/backend/app/api/wecom_api/messaging.py
+++ b/backend/app/api/wecom_api/messaging.py
@@ -9,7 +9,7 @@ from ...core.database import get_db
 from ...dependencies.auth import get_current_user
 from ...dependencies.tenant import get_tenant_id
 from ...models import User
-from ...services.wecom import get_wecom_service
+from ...services.integrations.wecom import get_wecom_service
 from .schemas import WeComSendMessageRequest
 
 router = APIRouter()
diff --git a/backend/app/api/wecom_api/webhook.py b/backend/app/api/wecom_api/webhook.py
index 4900645c..7f08415d 100644
--- a/backend/app/api/wecom_api/webhook.py
+++ b/backend/app/api/wecom_api/webhook.py
@@ -8,7 +8,7 @@ from fastapi import APIRouter, Depends, HTTPException, Request
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ...core.database import get_db
-from ...services.wecom import get_wecom_service
+from ...services.integrations.wecom import get_wecom_service
 
 router = APIRouter()
 
diff --git a/backend/app/config/ai_prompts.py b/backend/app/config/ai_prompts.py
index 1c4dce84..4c9f0005 100644
--- a/backend/app/config/ai_prompts.py
+++ b/backend/app/config/ai_prompts.py
@@ -116,5 +116,11 @@ __all__ = [
     "PROMPT_WORKLOAD_OPTIMIZATION",
     "PROMPT_ANALYZE_FOOD_CALORIES",
     "PROMPT_SIGNAL_PLANNER",
+    "PROMPT_FEISHU_DIRECT_QA",
+    "PROMPT_FEISHU_MIXED_QA",
+    "PROMPT_PROJECT_STATUS_QA",
+    "PROMPT_MEMBER_WORKLOAD_QA",
+    "PROMPT_AI_PMO_QA",
+    "PROMPT_EXTERNAL_TREND_QA",
     "build_default_role_prompt_bundle",
 ]
diff --git a/backend/app/config/ai_prompts_catalog/__init__.py b/backend/app/config/ai_prompts_catalog/__init__.py
index 9f657114..3419ac31 100644
--- a/backend/app/config/ai_prompts_catalog/__init__.py
+++ b/backend/app/config/ai_prompts_catalog/__init__.py
@@ -4,6 +4,12 @@ from .part_01 import PROMPT_IMPACT_ANALYSIS, PROMPT_TASK_BREAKDOWN, PROMPT_STRAT
 from .part_02 import PROMPT_FEISHU_SIGNAL_EXTRACTION, PROMPT_FEISHU_PROJECT_PREFILL, PROMPT_FEISHU_TASK_ORCHESTRATION, PROMPT_SIGNAL_SOURCE_ONBOARDING, PROMPT_AI_WORKER_SIGNAL_SOURCE_EXECUTION, PROMPT_AI_PMO_INTENT_CLASSIFICATION, PROMPT_AI_PMO_SIGNAL_BATCH_ANALYSIS, PROMPT_RAG_INTENT_CLASSIFICATION
 from .part_03 import PROMPT_RAG_ANSWER, PROMPT_RAG_DB_PROJECT_QA, PROMPT_GENERATE_CHARTER, PROMPT_DECOMPOSE_TASKS, PROMPT_RECOMMEND_ASSIGNEES, PROMPT_ALIGNMENT_SCORE, PROMPT_COGNITIVE_CONFLICTS, PROMPT_EVALUATE_MODEL_REQUIREMENT, PROMPT_ANALYZE_CAPABILITY_GAP, PROMPT_ANALYZE_COST_ROI
 from .part_04 import PROMPT_ANALYZE_COST_OPTIMIZATION, PROMPT_ASSESS_MODEL_UPDATE_IMPACT, PROMPT_EXPERIMENT_SYNC_DECISION, PROMPT_SKILL_SCORE_UPDATE, PROMPT_WORKLOAD_OPTIMIZATION, PROMPT_ANALYZE_FOOD_CALORIES, PROMPT_SIGNAL_PLANNER
+from .part_scenes_01 import PROMPT_FEISHU_DIRECT_QA
+from .part_scenes_02 import PROMPT_FEISHU_MIXED_QA
+from .part_scenes_03 import PROMPT_PROJECT_STATUS_QA
+from .part_scenes_04 import PROMPT_MEMBER_WORKLOAD_QA
+from .part_scenes_05 import PROMPT_AI_PMO_QA
+from .part_scenes_06 import PROMPT_EXTERNAL_TREND_QA
 
 __all__ = [
     "PROMPT_IMPACT_ANALYSIS",
@@ -42,4 +48,10 @@ __all__ = [
     "PROMPT_WORKLOAD_OPTIMIZATION",
     "PROMPT_ANALYZE_FOOD_CALORIES",
     "PROMPT_SIGNAL_PLANNER",
+    "PROMPT_FEISHU_DIRECT_QA",
+    "PROMPT_FEISHU_MIXED_QA",
+    "PROMPT_PROJECT_STATUS_QA",
+    "PROMPT_MEMBER_WORKLOAD_QA",
+    "PROMPT_AI_PMO_QA",
+    "PROMPT_EXTERNAL_TREND_QA",
 ]
diff --git a/backend/app/config/ai_prompts_catalog/part_01.py b/backend/app/config/ai_prompts_catalog/part_01.py
index fbb21ee6..5dd15b7a 100644
--- a/backend/app/config/ai_prompts_catalog/part_01.py
+++ b/backend/app/config/ai_prompts_catalog/part_01.py
@@ -188,6 +188,14 @@ PROMPT_FEISHU_HUMANIZED_REPLY = """
 8. 禁止输出数据库内部实施细节（如数据库迁移、DDL、SQL、ALTER TABLE、DROP TABLE、Alembic）。
 9. 当 status/classification 无法证明写入动作已成功时，禁止编造处理步骤。
 
+【输出规范】
+- 严禁输出任何思考过程或推理步骤
+- 严禁以以下句式开头：
+  "让我先/让我尝试/我来看看/
+   我先查/让我看看/我需要先"
+- 直接输出最终回复内容
+- 不解释你的推理过程
+
 只输出最终回复正文。
 """.strip()
 
diff --git a/backend/app/config/ai_prompts_catalog/part_02.py b/backend/app/config/ai_prompts_catalog/part_02.py
index c5e8c3ec..0f747348 100644
--- a/backend/app/config/ai_prompts_catalog/part_02.py
+++ b/backend/app/config/ai_prompts_catalog/part_02.py
@@ -156,17 +156,15 @@ PROMPT_AI_WORKER_SIGNAL_SOURCE_EXECUTION = """
 
 PROMPT_AI_PMO_INTENT_CLASSIFICATION = """
 首字符必须是 {{，末字符必须是 }}。
-你是 PMFlow 的 AI PMO 意图识别模块。你只做分类，不做执行。
+你是 PMFlow 的 AI PMO 意图识别模块。只做分类，不做执行。
 
 输入：
 - message_text: {message_text}
 - session_last_intent: {session_last_intent}
 - session_project_id: {session_project_id}
 - world_model_project_id: {world_model_project_id}
-- candidate_intents_json: {candidate_intents_json}
-- candidate_routes_json: {candidate_routes_json}
 
-输出 JSON：
+只输出一个 JSON 对象（不要解释、不要 Markdown）：
 {{
   "family": "query|project_create|project_signal|signal_source",
   "action": "answer|create|discover|onboard",
@@ -178,22 +176,16 @@ PROMPT_AI_PMO_INTENT_CLASSIFICATION = """
   "reasoning": "一句话简述判定原因"
 }}
 
-规则：
-1. family/action 必须和 candidate_routes_json 可映射，不能自造。
-2. 兼容字段 intent 必须从 candidate_intents_json 内选择，不能自造。
-3. 若 family=project_signal 且 action=discover，requires_confirmation 必须为 true。
-4. requested_count 仅在 project_signal 路由有效，范围 1-5；无法判断时返回 1。
-5. 若可直接回答，优先 family=query action=answer。
-6. “直接新增信号”返回 family=project_signal action=create；“先分析候选让我确认”返回 family=project_signal action=discover。
-7. “新增/接入信号源”返回 family=signal_source action=onboard。
-8. “新增项目”返回 family=project_create action=create。
-2. 若消息是短确认语气，优先结合 session_last_intent 判定。
-9. project_id 无法确定时返回 null，不要猜测无依据项目。
-10. 噪音/寒暄/无关消息返回 family=query action=answer，intent=query.read_only，reasoning 包含 smalltalk_ignore。
-5. 禁止输出 thinking、analysis、解释句、Markdown、代码块。
-11. 若消息表达“新增/增加/添加/新建/创建/建立 + 项目”（如“给我新增个项目”），优先判定 project_create.create；仅当明确是“信号源/来源/webhook/rss/github 接入或创建信号”时才判 signal_source.onboard 或 project_signal.create。
-12. 只输出 JSON，不要额外文本。
-13. 若消息要求直接执行数据库 DDL（建表/改表/删表等），禁止判定为可自动写入意图，必须返回 family=query action=answer，intent=query.read_only，并在 reasoning 包含 ddl_api_required。
+快速规则（按优先级）：
+1. 含“分析/梳理/方案/设计思路/帮我分析/先分析” => family=query, action=answer, intent=query.read_only。
+2. 含“创建/新建/新增 + 项目”，且不含第1条分析诉求 => family=project_create, action=create, intent=project.create。
+3. 含“新增信号/录入信号/创建信号” => family=project_signal, action=create, intent=signal.create。
+4. 含“先分析候选/拆分候选并确认” => family=project_signal, action=discover, intent=signal.create, requires_confirmation=true。
+5. 含“信号源/来源/webhook/rss/github 接入” => family=signal_source, action=onboard, intent=signal_source.onboard。
+6. 若消息为短确认语气，可结合 session_last_intent；无把握时返回 query.answer。
+7. project_id 不确定返回 null；requested_count 默认 1（仅 project_signal 有效，范围 1-5）。
+8. family/action/intent 必须严格使用上面 JSON 示例给定的枚举值，不能自造。
+9. 若请求 DDL（建表/改表/删表），必须返回 query.answer + query.read_only，reasoning 含 ddl_api_required。
 """
 
 PROMPT_AI_PMO_SIGNAL_BATCH_ANALYSIS = """
diff --git a/backend/app/config/ai_prompts_catalog/part_03.py b/backend/app/config/ai_prompts_catalog/part_03.py
index 75ddb687..6ae50fb4 100644
--- a/backend/app/config/ai_prompts_catalog/part_03.py
+++ b/backend/app/config/ai_prompts_catalog/part_03.py
@@ -14,6 +14,8 @@ PROMPT_RAG_ANSWER = """
 9. 即使检索上下文为空，也要基于 Snapshot 给出当前系统可验证信息，禁止输出默认兜底句。
 10. 若字段缺失，显式列出缺失字段名，不要假设。
 11. 当问题涉及“成员/人员/负责人/谁在做”时，优先使用 System Snapshot.team_members、User Snapshot 与结构化数据库结果，禁止默认返回项目列表。
+12. 直接输出最终答案，禁止输出思考过程。禁止以"让我/我来/我先/我需要"等开头。
+    若信息不足直接说："当前信息不足以回答此问题，缺少：[具体缺失字段]"
 
 当前项目ID：{project_id}
 问题：{question}
@@ -85,7 +87,7 @@ PROMPT_DECOMPOSE_TASKS = """
 宪章内容：
 {charter_content}
 
-请识别每个任务所需的 AI 开发技能标签（从系统技能中匹配：Python, TypeScript, FastAPI, React, SQLAlchemy, LangChain, LLM调优, RAG构建, 向量数据库, Ollama, Docker, Git 等）。
+请识别每个任务所需的 AI 开发技能标签（仅从以下系统技能中匹配：{available_skills}）。
 
 输出 JSON 格式：
 {{
diff --git a/backend/app/config/ai_prompts_catalog/part_scenes_01.py b/backend/app/config/ai_prompts_catalog/part_scenes_01.py
new file mode 100644
index 00000000..e4b3022a
--- /dev/null
+++ b/backend/app/config/ai_prompts_catalog/part_scenes_01.py
@@ -0,0 +1,22 @@
+from __future__ import annotations
+
+PROMPT_FEISHU_DIRECT_QA = """
+你是 PMFlow 的项目管理助手。
+用户通过飞书直接提问。
+
+规则：
+1. 只基于给定上下文回答
+2. 证据不足直接说"信息不足，缺少：XXX"
+3. 不输出思考过程，直接给答案
+4. 回答简洁，适合飞书消息阅读（不超过200字）
+5. 涉及项目数据优先用数字说话
+
+当前项目ID：{project_id}
+问题：{question}
+System Snapshot：{system_snapshot}
+User Snapshot：{user_snapshot}
+最近会话：{conversation}
+检索上下文：{context_blocks}
+""".strip()
+
+__all__ = ["PROMPT_FEISHU_DIRECT_QA"]
diff --git a/backend/app/config/ai_prompts_catalog/part_scenes_02.py b/backend/app/config/ai_prompts_catalog/part_scenes_02.py
new file mode 100644
index 00000000..75a83cbd
--- /dev/null
+++ b/backend/app/config/ai_prompts_catalog/part_scenes_02.py
@@ -0,0 +1,27 @@
+from __future__ import annotations
+
+PROMPT_FEISHU_MIXED_QA = """
+你是 PMFlow 的项目管理助手。
+用户消息同时包含问题和需求。
+
+处理规则：
+1. 先回答问题部分（简洁，不超过100字）
+2. 确认已收到需求部分
+3. 格式：
+   [回答] xxx
+   [已收到需求] xxx，已入库处理
+
+禁止：
+- 输出思考过程
+- 把需求部分当问题回答
+- 合并两部分混着说
+
+当前项目ID：{project_id}
+消息：{message}
+问题部分：{question_part}
+需求部分：{signal_part}
+System Snapshot：{system_snapshot}
+检索上下文：{context_blocks}
+""".strip()
+
+__all__ = ["PROMPT_FEISHU_MIXED_QA"]
diff --git a/backend/app/config/ai_prompts_catalog/part_scenes_03.py b/backend/app/config/ai_prompts_catalog/part_scenes_03.py
new file mode 100644
index 00000000..78977a30
--- /dev/null
+++ b/backend/app/config/ai_prompts_catalog/part_scenes_03.py
@@ -0,0 +1,23 @@
+from __future__ import annotations
+
+PROMPT_PROJECT_STATUS_QA = """
+你是 PMFlow 的项目状态语义检索助手。
+用户关注项目进度、状态、完成率。
+
+规则：
+1. 只基于给定上下文回答
+2. 禁止输出思考过程
+3. 用数字量化回答：
+   完成率X%，已完成X个任务，进行中X个，待办X个
+4. 涉及多个项目时用列表格式
+5. 证据不足直接说：
+   信息不足，缺少：XXX
+
+当前项目ID：{project_id}
+问题：{question}
+System Snapshot：{system_snapshot}
+User Snapshot：{user_snapshot}
+检索上下文：{context_blocks}
+""".strip()
+
+__all__ = ["PROMPT_PROJECT_STATUS_QA"]
diff --git a/backend/app/config/ai_prompts_catalog/part_scenes_04.py b/backend/app/config/ai_prompts_catalog/part_scenes_04.py
new file mode 100644
index 00000000..43f22ad5
--- /dev/null
+++ b/backend/app/config/ai_prompts_catalog/part_scenes_04.py
@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+PROMPT_MEMBER_WORKLOAD_QA = """
+你是 PMFlow 的团队协作助手。
+用户询问团队成员或负载相关信息。
+
+规则：
+1. 优先使用 System Snapshot.team_members 和 User Snapshot 数据
+2. 禁止默认返回项目列表
+3. 涉及负载用百分比表示
+4. 推荐负责人时说明推荐理由
+5. 禁止输出思考过程
+6. 不超过150字
+
+问题：{question}
+System Snapshot：{system_snapshot}
+User Snapshot：{user_snapshot}
+检索上下文：{context_blocks}
+""".strip()
+
+__all__ = ["PROMPT_MEMBER_WORKLOAD_QA"]
diff --git a/backend/app/config/ai_prompts_catalog/part_scenes_05.py b/backend/app/config/ai_prompts_catalog/part_scenes_05.py
new file mode 100644
index 00000000..f8bbfe41
--- /dev/null
+++ b/backend/app/config/ai_prompts_catalog/part_scenes_05.py
@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+PROMPT_AI_PMO_QA = """
+你是 PMFlow 的 AI 项目管理官。
+用户通过指令入口提问。
+
+规则：
+1. 你既是执行者也是回答者
+2. 问题涉及操作时先回答再提示可用指令
+3. 只基于给定上下文回答
+4. 禁止输出思考过程
+5. 回答后附可操作建议：
+   "你可以继续：[操作A]/[操作B]"
+
+问题：{question}
+当前项目：{project_id}
+World Model：{world_model}
+检索上下文：{context_blocks}
+""".strip()
+
+__all__ = ["PROMPT_AI_PMO_QA"]
diff --git a/backend/app/config/ai_prompts_catalog/part_scenes_06.py b/backend/app/config/ai_prompts_catalog/part_scenes_06.py
new file mode 100644
index 00000000..3f4d565c
--- /dev/null
+++ b/backend/app/config/ai_prompts_catalog/part_scenes_06.py
@@ -0,0 +1,24 @@
+from __future__ import annotations
+
+PROMPT_EXTERNAL_TREND_QA = """
+你是 PMFlow 的市场情报助手。
+用户询问外部行业或市场信息。
+
+规则：
+1. 若有外部搜索结果优先使用
+2. 若无外部数据明确说：
+   "当前未接入实时数据，以下基于训练数据（截止XXXX年）"
+3. 结合项目实际给出应用建议：
+   "对你们[项目名]的影响是..."
+4. 禁止输出思考过程
+5. 分段输出：
+   [行业动态] xxx
+   [对项目的影响] xxx
+   [建议] xxx
+
+问题：{question}
+项目上下文：{project_context}
+外部搜索结果：{external_results}
+""".strip()
+
+__all__ = ["PROMPT_EXTERNAL_TREND_QA"]
diff --git a/backend/app/core/startup/ai_pmo_ingress_async.py b/backend/app/core/startup/ai_pmo_ingress_async.py
new file mode 100644
index 00000000..36976475
--- /dev/null
+++ b/backend/app/core/startup/ai_pmo_ingress_async.py
@@ -0,0 +1,30 @@
+"""AI PMO ingress async queue polling loop."""
+
+from __future__ import annotations
+
+import asyncio
+import traceback
+
+from ..logging import get_logger
+from ...services.ai_orchestration_run.ingress_worker import dispatch_pending_ingress_runs
+
+
+logger = get_logger(__name__)
+
+
+async def ai_pmo_ingress_drain_loop() -> None:
+    while True:
+        try:
+            dispatched = await dispatch_pending_ingress_runs(limit=20)
+            await asyncio.sleep(0.3 if dispatched > 0 else 1.0)
+        except asyncio.CancelledError:
+            break
+        except Exception as exc:
+            logger.error(
+                "ai_pmo_ingress_drain_failed",
+                run_id=getattr(exc, "run_id", None),
+                error_type=type(exc).__name__,
+                error=str(exc),
+                stack_trace=traceback.format_exc(),
+            )
+            await asyncio.sleep(1.0)
diff --git a/backend/app/core/startup/feishu_outbox.py b/backend/app/core/startup/feishu_outbox.py
index 9d0f4de5..7df150f7 100644
--- a/backend/app/core/startup/feishu_outbox.py
+++ b/backend/app/core/startup/feishu_outbox.py
@@ -9,7 +9,7 @@ import sqlalchemy as sa
 
 from ..logging import get_logger
 from ..database import engine
-from ...services.feishu_integration_service import dispatch_pending_feishu_replies
+from ...services.integrations.feishu_integration_service import dispatch_pending_feishu_replies
 from .db_guard import normalize_dialect
 
 logger = get_logger(__name__)
diff --git a/backend/app/core/startup/world_model_warmup.py b/backend/app/core/startup/world_model_warmup.py
index 2857e078..0a6f17e4 100644
--- a/backend/app/core/startup/world_model_warmup.py
+++ b/backend/app/core/startup/world_model_warmup.py
@@ -12,7 +12,7 @@ from ..logging import get_logger
 from ..database import AsyncSessionLocal
 from .db_guard import is_missing_table_error
 from ...models import Project, WorkItem
-from ...services.ai_pmo_kernel import AIPMOKernelService
+from ...services.ai_pmo.ai_pmo_kernel import AIPMOKernelService
 from ...utils.timezone import now_cn_aware
 
 logger = get_logger(__name__)
diff --git a/backend/app/main.py b/backend/app/main.py
index 42bab875..5216931e 100644
--- a/backend/app/main.py
+++ b/backend/app/main.py
@@ -15,13 +15,14 @@ from .core.logging import configure_logging, get_logger
 from .core.response import success_response
 from .core.database import AsyncSessionLocal, engine
 from .core.startup.db_guard import check_database_dialect_guard
+from .core.startup.ai_pmo_ingress_async import ai_pmo_ingress_drain_loop
 from .core.startup.feishu_outbox import feishu_outbox_drain_loop
 from .core.startup.model_probe import probe_model_connectivity_on_startup, startup_log
 from .core.startup.world_model_warmup import warmup_world_models
 from .middleware import AuditContextMiddleware
 from .services.ai_orchestration_run import AIOrchestrationRunService
 from .services.context_cache_service import register_context_cache_invalidation_hooks
-from .services.feishu_long_connection_core import init_feishu_long_connection_manager
+from .services.integrations.feishu_long_connection_core import init_feishu_long_connection_manager
 from .services.scheduler_center_core import (
     AIPMOCadenceScheduler,
     KnowledgeGraphIncrementalScheduler,
@@ -85,6 +86,7 @@ async def lifespan(_: FastAPI):
     await feishu_lc.start()
 
     outbox_task = asyncio.create_task(feishu_outbox_drain_loop(), name="feishu-outbox-drain-loop")
+    ingress_task = asyncio.create_task(ai_pmo_ingress_drain_loop(), name="ai-pmo-ingress-drain-loop")
     wm_warmup_task = asyncio.create_task(warmup_world_models(), name="wm-world-model-warmup")
     startup_log("后端运行中", url=f"http://127.0.0.1:{backend_port}")
 
@@ -97,6 +99,12 @@ async def lifespan(_: FastAPI):
     except asyncio.CancelledError:
         pass
 
+    ingress_task.cancel()
+    try:
+        await ingress_task
+    except asyncio.CancelledError:
+        pass
+
     if not wm_warmup_task.done():
         wm_warmup_task.cancel()
         with suppress(asyncio.CancelledError):
diff --git a/backend/app/models/ai_orchestration_run.py b/backend/app/models/ai_orchestration_run.py
index 5afbb23c..15f091fa 100644
--- a/backend/app/models/ai_orchestration_run.py
+++ b/backend/app/models/ai_orchestration_run.py
@@ -20,7 +20,7 @@ class AIOrchestrationRun(Base):
     id: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True)
     trace_id: Mapped[str] = mapped_column(VARCHAR(64), nullable=False, index=True)
     run_type: Mapped[str] = mapped_column(VARCHAR(40), nullable=False, index=True)
-    project_id: Mapped[int] = mapped_column(BigInteger, ForeignKey("projects.id"), nullable=False, index=True)
+    project_id: Mapped[Optional[int]] = mapped_column(BigInteger, ForeignKey("projects.id"), nullable=True, index=True)
     signal_id: Mapped[Optional[int]] = mapped_column(BigInteger, ForeignKey("signals.id"), nullable=True, index=True)
     response_mode: Mapped[str] = mapped_column(VARCHAR(16), nullable=False, default="fast", index=True)
     status: Mapped[str] = mapped_column(VARCHAR(20), nullable=False, default="queued", index=True)
@@ -32,6 +32,28 @@ class AIOrchestrationRun(Base):
     summary: Mapped[Optional[str]] = mapped_column(Text, nullable=True)
     planner_diagnostics: Mapped[Optional[dict]] = mapped_column(JSONB, nullable=True)
     result_payload: Mapped[Optional[dict]] = mapped_column(JSONB, nullable=True)
+    source_system: Mapped[Optional[str]] = mapped_column(VARCHAR(32), nullable=True, index=True)
+    source_message_id: Mapped[Optional[str]] = mapped_column(VARCHAR(128), nullable=True, index=True)
+    sender: Mapped[Optional[str]] = mapped_column(VARCHAR(128), nullable=True)
+    source_sender_open_id: Mapped[Optional[str]] = mapped_column(VARCHAR(128), nullable=True, index=True)
+    channel_ref: Mapped[Optional[str]] = mapped_column(VARCHAR(128), nullable=True, index=True)
+    chat_type: Mapped[Optional[str]] = mapped_column(VARCHAR(32), nullable=True)
+    captured_at: Mapped[Optional[TIMESTAMP]] = mapped_column(TIMESTAMP, nullable=True, index=True)
+    message_text: Mapped[Optional[str]] = mapped_column(Text, nullable=True)
+    project_hint_id: Mapped[Optional[int]] = mapped_column(BigInteger, ForeignKey("projects.id"), nullable=True, index=True)
+    retry_count: Mapped[int] = mapped_column(Integer, nullable=False, default=0)
+    max_retries: Mapped[int] = mapped_column(Integer, nullable=False, default=3)
+    next_retry_at: Mapped[Optional[TIMESTAMP]] = mapped_column(TIMESTAMP, nullable=True, index=True)
+    last_error: Mapped[Optional[str]] = mapped_column(Text, nullable=True)
+    last_error_at: Mapped[Optional[TIMESTAMP]] = mapped_column(TIMESTAMP, nullable=True)
+    ack_sent_at: Mapped[Optional[TIMESTAMP]] = mapped_column(TIMESTAMP, nullable=True)
+    result_notified_at: Mapped[Optional[TIMESTAMP]] = mapped_column(TIMESTAMP, nullable=True)
+    work_item_id: Mapped[Optional[int]] = mapped_column(
+        Integer,
+        ForeignKey("work_items.id", ondelete="SET NULL"),
+        nullable=True,
+        index=True,
+    )
     created_by_user_id: Mapped[Optional[int]] = mapped_column(
         BigInteger,
         ForeignKey("users.id"),
diff --git a/backend/app/services/adaptive_rag_service/mixin_answer_entry.py b/backend/app/services/adaptive_rag_service/mixin_answer_entry.py
index a8481598..9b4162f5 100644
--- a/backend/app/services/adaptive_rag_service/mixin_answer_entry.py
+++ b/backend/app/services/adaptive_rag_service/mixin_answer_entry.py
@@ -5,6 +5,28 @@ from .shared import *
 
 
 class AdaptiveRAGAnswerEntryMixin:
+    @staticmethod
+    def _should_enforce_scene_prompt_only(
+        *,
+        asked_via: str,
+        message_intent: Optional[str],
+    ) -> bool:
+        intent = str(message_intent or "").strip().lower()
+        if intent == "mixed":
+            return True
+        channel = str(asked_via or "").strip().lower()
+        return channel in {
+            "feishu",
+            "lark",
+            "feishu_group",
+            "feishu_dm",
+            "pmflow_manual",
+            "/ai-pmo/process-text",
+            "ai-pmo-process-text",
+            "ai_pmo",
+            "ai_pmo_ui",
+        }
+
     async def answer_question(
         self,
         *,
@@ -19,6 +41,8 @@ class AdaptiveRAGAnswerEntryMixin:
         thinking_mode: str = THINKING_MODE_NORMAL,
         action_mode: str = ACTION_MODE_AUTO,
         sync_requirement: bool = True,
+        message_intent: Optional[str] = None,
+        mixed_signal_part: Optional[str] = None,
     ) -> dict[str, Any]:
         started = time.perf_counter()
         clean_q = str(question or "").strip()
@@ -30,6 +54,10 @@ class AdaptiveRAGAnswerEntryMixin:
         active_thinking_mode = self._normalize_thinking_mode(thinking_mode)
         deep_thinking = active_thinking_mode == THINKING_MODE_DEEP
         asked_via_lower = str(asked_via or "").strip().lower()
+        enforce_scene_prompt_only = self._should_enforce_scene_prompt_only(
+            asked_via=asked_via,
+            message_intent=message_intent,
+        )
         deep_retrieval_steps = DEEP_RETRIEVAL_STEPS
         deep_vector_top_k = DEEP_VECTOR_TOP_K
         if asked_via_lower == "feishu":
@@ -166,7 +194,7 @@ class AdaptiveRAGAnswerEntryMixin:
             user_id=asked_by,
         )
 
-        if not deep_thinking:
+        if not deep_thinking and not enforce_scene_prompt_only:
             deterministic_result = await self._run_deterministic_query(
                 question=effective_q,
                 project_id=project_id,
@@ -191,7 +219,7 @@ class AdaptiveRAGAnswerEntryMixin:
                 )
 
         direct_answer = None
-        if not deep_thinking:
+        if not deep_thinking and not enforce_scene_prompt_only:
             direct_answer = self._build_snapshot_direct_answer(
                 effective_q,
                 system_snapshot=system_snapshot,
@@ -217,7 +245,7 @@ class AdaptiveRAGAnswerEntryMixin:
             return direct_result
 
         is_snapshot_direct_question = self._is_snapshot_direct_question(effective_q)
-        if not deep_thinking and not is_snapshot_direct_question:
+        if not deep_thinking and not enforce_scene_prompt_only and not is_snapshot_direct_question:
             glm_semantic_result = await self._try_glm_project_semantic_answer(clean_q=effective_q, project_id=project_id)
             if glm_semantic_result is not None:
                 return await self._persist_fast_answer(
@@ -260,5 +288,6 @@ class AdaptiveRAGAnswerEntryMixin:
             system_snapshot=system_snapshot,
             user_snapshot=user_snapshot,
             started=started,
+            message_intent=message_intent,
+            mixed_signal_part=mixed_signal_part,
         )
-
diff --git a/backend/app/services/adaptive_rag_service/mixin_answer_retrieval.py b/backend/app/services/adaptive_rag_service/mixin_answer_retrieval.py
index 037b6ae4..c6c361f4 100644
--- a/backend/app/services/adaptive_rag_service/mixin_answer_retrieval.py
+++ b/backend/app/services/adaptive_rag_service/mixin_answer_retrieval.py
@@ -30,6 +30,8 @@ class AdaptiveRAGAnswerRetrievalMixin:
         system_snapshot: dict[str, Any],
         user_snapshot: Optional[dict[str, Any]],
         started: float,
+        message_intent: Optional[str] = None,
+        mixed_signal_part: Optional[str] = None,
     ) -> dict[str, Any]:
         domains = self._route_domains(effective_q)
         if str(asked_via or "").strip().lower() == "feishu" and source_chat_id and "feishu" not in domains:
@@ -76,6 +78,9 @@ class AdaptiveRAGAnswerRetrievalMixin:
             thinking_mode=active_thinking_mode,
             context_block_limit=DEEP_CONTEXT_BLOCKS if deep_thinking else None,
             answer_max_tokens=DEEP_ANSWER_MAX_TOKENS if deep_thinking else None,
+            asked_via=asked_via,
+            message_intent=message_intent,
+            mixed_signal_part=mixed_signal_part,
         )
         used_sources = self._dedupe_sources(retrieved)
         if not used_sources:
@@ -134,6 +139,9 @@ class AdaptiveRAGAnswerRetrievalMixin:
                 thinking_mode=THINKING_MODE_DEEP,
                 context_block_limit=DEEP_CONTEXT_BLOCKS,
                 answer_max_tokens=DEEP_ANSWER_MAX_TOKENS,
+                asked_via=asked_via,
+                message_intent=message_intent,
+                mixed_signal_part=mixed_signal_part,
             )
             deep_sources = self._dedupe_sources(deep_retrieved)
             if not deep_sources:
@@ -284,4 +292,3 @@ class AdaptiveRAGAnswerRetrievalMixin:
             missing_fields=missing_fields,
             thinking_mode=active_thinking_mode,
         )
-
diff --git a/backend/app/services/adaptive_rag_service/mixin_deep_guard_answer.py b/backend/app/services/adaptive_rag_service/mixin_deep_guard_answer.py
index 7ee74008..19d1c41f 100644
--- a/backend/app/services/adaptive_rag_service/mixin_deep_guard_answer.py
+++ b/backend/app/services/adaptive_rag_service/mixin_deep_guard_answer.py
@@ -5,6 +5,161 @@ from .shared import *
 
 
 class AdaptiveRAGDeepGuardAnswerMixin:
+    @staticmethod
+    def _is_ai_pmo_process_entry(asked_via: Optional[str]) -> bool:
+        channel = str(asked_via or "").strip().lower()
+        return channel in {
+            "pmflow_manual",
+            "/ai-pmo/process-text",
+            "ai-pmo-process-text",
+            "ai_pmo",
+            "ai_pmo_ui",
+        }
+
+    @staticmethod
+    def _contains_any_keyword(text: str, keywords: tuple[str, ...]) -> bool:
+        return any(token in text for token in keywords)
+
+    @staticmethod
+    def _format_mixed_two_block_output(
+        *,
+        answer_text: str,
+        question_part: str,
+        signal_part: Optional[str],
+    ) -> str:
+        raw = str(answer_text or "").strip()
+        lines = [line.strip() for line in raw.splitlines() if str(line).strip()]
+        answer_block = ""
+        signal_block = ""
+        for line in lines:
+            if line.startswith("[回答]"):
+                answer_block = line.replace("[回答]", "", 1).strip()
+                continue
+            if line.startswith("[已收到需求]"):
+                signal_block = line.replace("[已收到需求]", "", 1).strip()
+
+        if not answer_block:
+            if lines:
+                answer_block = re.sub(r"^\[[^\]]+\]\s*", "", lines[0]).strip()
+            if not answer_block:
+                answer_block = str(question_part or "").strip() or "当前信息不足，请补充问题细节。"
+        answer_block = answer_block[:140]
+
+        if not signal_block:
+            signal_block = str(signal_part or "").strip() or "需求信息待补充"
+        signal_block = re.sub(r"[，,]?\s*已入库处理。?$", "", signal_block).strip() or "需求信息待补充"
+
+        return f"[回答] {answer_block}\n[已收到需求] {signal_block}，已入库处理"
+
+    def _select_scene_prompt(
+        self,
+        *,
+        question: str,
+        project_id: Optional[int],
+        asked_via: str,
+        message_intent: Optional[str],
+        mixed_signal_part: Optional[str],
+        conversation_text: str,
+        context_blocks_text: str,
+        system_snapshot: Optional[dict[str, Any]],
+        user_snapshot: Optional[dict[str, Any]],
+        system_snapshot_text: str,
+        user_snapshot_text: str,
+        relevance_max: float,
+    ) -> tuple[str, str]:
+        normalized_question = re.sub(r"\s+", "", str(question or "").lower())
+        member_keywords = ("谁", "成员", "负责人", "负载")
+        trend_keywords = ("最新", "行业", "市场", "前景", "趋势", "动态")
+
+        if self._contains_any_keyword(normalized_question, member_keywords):
+            return (
+                "member_workload",
+                PROMPT_MEMBER_WORKLOAD_QA.format(
+                    question=question,
+                    system_snapshot=system_snapshot_text or "{}",
+                    user_snapshot=user_snapshot_text or "{}",
+                    context_blocks=context_blocks_text or "无",
+                ).strip(),
+            )
+
+        if self._contains_any_keyword(normalized_question, trend_keywords):
+            project_context_text = json.dumps(
+                {
+                    "project_id": project_id if project_id is not None else "unknown",
+                    "system_snapshot": system_snapshot or {},
+                    "user_snapshot": user_snapshot or {},
+                },
+                ensure_ascii=False,
+            )[:16000]
+            return (
+                "external_trend",
+                PROMPT_EXTERNAL_TREND_QA.format(
+                    question=question,
+                    project_context=project_context_text or "{}",
+                    external_results=context_blocks_text or "无",
+                ).strip(),
+            )
+
+        if str(message_intent or "").strip().lower() == "mixed":
+            safe_signal_part = str(mixed_signal_part or "").strip() or "需求信息待补充"
+            merged_message = f"{question}\n{safe_signal_part}".strip()
+            return (
+                "mixed",
+                PROMPT_FEISHU_MIXED_QA.format(
+                    project_id=project_id if project_id is not None else "unknown",
+                    message=merged_message,
+                    question_part=question,
+                    signal_part=safe_signal_part,
+                    system_snapshot=system_snapshot_text or "{}",
+                    context_blocks=context_blocks_text or "无",
+                ).strip(),
+            )
+
+        if self._is_ai_pmo_process_entry(asked_via):
+            world_model_text = json.dumps(
+                {
+                    "system_snapshot": system_snapshot or {},
+                    "user_snapshot": user_snapshot or {},
+                },
+                ensure_ascii=False,
+            )[:18000]
+            return (
+                "ai_pmo",
+                PROMPT_AI_PMO_QA.format(
+                    question=question,
+                    project_id=project_id if project_id is not None else "unknown",
+                    world_model=world_model_text or "{}",
+                    context_blocks=context_blocks_text or "无",
+                ).strip(),
+            )
+
+        normalized_asked_via = str(asked_via or "").strip().lower()
+        if normalized_asked_via in {"feishu", "lark", "feishu_group", "feishu_dm"}:
+            return (
+                "feishu_direct",
+                PROMPT_FEISHU_DIRECT_QA.format(
+                    project_id=project_id if project_id is not None else "unknown",
+                    question=question,
+                    system_snapshot=system_snapshot_text or "{}",
+                    user_snapshot=user_snapshot_text or "{}",
+                    conversation=conversation_text or "无",
+                    context_blocks=context_blocks_text or "无",
+                ).strip(),
+            )
+
+        return (
+            "default",
+            PROMPT_RAG_ANSWER.format(
+                project_id=project_id if project_id is not None else "unknown",
+                question=question,
+                conversation=conversation_text or "无",
+                context_blocks=context_blocks_text or "无",
+                system_snapshot=system_snapshot_text or "{}",
+                user_snapshot=user_snapshot_text or "{}",
+                relevance_max=f"{max(0.0, float(relevance_max or 0.0)):.3f}",
+            ).strip(),
+        )
+
     def _build_snapshot_direct_answer(
         self,
         question: str,
@@ -122,6 +277,9 @@ class AdaptiveRAGDeepGuardAnswerMixin:
         thinking_mode: str = THINKING_MODE_NORMAL,
         context_block_limit: Optional[int] = None,
         answer_max_tokens: Optional[int] = None,
+        asked_via: str = "pmflow",
+        message_intent: Optional[str] = None,
+        mixed_signal_part: Optional[str] = None,
     ) -> str:
         active_thinking_mode = self._normalize_thinking_mode(thinking_mode)
         deep_thinking = active_thinking_mode == THINKING_MODE_DEEP
@@ -149,18 +307,24 @@ class AdaptiveRAGDeepGuardAnswerMixin:
         for row in conversation[-10:]:
             history_lines.append(f"Q: {row.get('question', '')}\nA: {row.get('answer', '')}")
 
+        conversation_text = chr(10).join(history_lines) if history_lines else "无"
+        context_blocks_text = chr(10).join(context_blocks) if context_blocks else "无"
         system_snapshot_text = json.dumps(system_snapshot or {}, ensure_ascii=False)[:12000]
         user_snapshot_text = json.dumps(user_snapshot or {}, ensure_ascii=False)[:6000]
-
-        prompt = PROMPT_RAG_ANSWER.format(
-            project_id=project_id if project_id is not None else "unknown",
+        scene_key, prompt = self._select_scene_prompt(
             question=question,
-            conversation=chr(10).join(history_lines) if history_lines else "无",
-            context_blocks=chr(10).join(context_blocks) if context_blocks else "无",
-            system_snapshot=system_snapshot_text or "{}",
-            user_snapshot=user_snapshot_text or "{}",
-            relevance_max=f"{max(0.0, float(relevance_max or 0.0)):.3f}",
-        ).strip()
+            project_id=project_id,
+            asked_via=asked_via,
+            message_intent=message_intent,
+            mixed_signal_part=mixed_signal_part,
+            conversation_text=conversation_text,
+            context_blocks_text=context_blocks_text,
+            system_snapshot=system_snapshot,
+            user_snapshot=user_snapshot,
+            system_snapshot_text=system_snapshot_text,
+            user_snapshot_text=user_snapshot_text,
+            relevance_max=relevance_max,
+        )
         if deep_thinking:
             prompt = (
                 f"{prompt}\n\n"
@@ -191,6 +355,12 @@ class AdaptiveRAGDeepGuardAnswerMixin:
         text = str(answer or "").strip()
         if not text:
             return "我未能从当前上下文生成有效答案，请补充问题细节后重试。"
+        if scene_key == "mixed":
+            return self._format_mixed_two_block_output(
+                answer_text=text,
+                question_part=question,
+                signal_part=mixed_signal_part,
+            )[:3200]
         enforced = self._enforce_feature_evidence_in_answer(
             question=question,
             answer_text=text,
@@ -198,4 +368,3 @@ class AdaptiveRAGDeepGuardAnswerMixin:
             system_snapshot=system_snapshot,
         )
         return str(enforced or text)[:3200]
-
diff --git a/backend/app/services/adaptive_rag_service/mixin_deep_guard_rules.py b/backend/app/services/adaptive_rag_service/mixin_deep_guard_rules.py
index 81d55c95..c1a3d7ca 100644
--- a/backend/app/services/adaptive_rag_service/mixin_deep_guard_rules.py
+++ b/backend/app/services/adaptive_rag_service/mixin_deep_guard_rules.py
@@ -168,14 +168,14 @@ class AdaptiveRAGDeepGuardRulesMixin:
             "请补充目标对象（如 openclaw 路由规则、函数名、入口层级），我会按调用链返回可核验答案。"
         )
 
-    @staticmethod
-    def _is_snapshot_direct_question(question: str) -> bool:
+    @classmethod
+    def _is_snapshot_direct_question(cls, question: str) -> bool:
         text = str(question or "").strip().lower()
         if not text:
             return False
-        if AdaptiveRAGService._is_correction_query(text):
+        if cls._is_correction_query(text):
             return False
-        if AdaptiveRAGService._is_engine_process_query(text):
+        if cls._is_engine_process_query(text):
             return False
         has_feature_token = any(k in text for k in FEATURE_QUERY_KEYWORDS)
         ask_feature_purpose = has_feature_token and any(k in text for k in FEATURE_PURPOSE_HINTS)
@@ -226,4 +226,3 @@ class AdaptiveRAGDeepGuardRulesMixin:
         if is_enumeration and "项目" in anchor_question:
             return f"{anchor_question}。请列出对应项目的名称和ID。"
         return f"{anchor_question}。补充问题：{current}"
-
diff --git a/backend/app/services/adaptive_rag_service/mixin_ingest.py b/backend/app/services/adaptive_rag_service/mixin_ingest.py
index 4b948792..4d3e497c 100644
--- a/backend/app/services/adaptive_rag_service/mixin_ingest.py
+++ b/backend/app/services/adaptive_rag_service/mixin_ingest.py
@@ -71,7 +71,9 @@ class AdaptiveRAGIngestMixin:
         project_id: Optional[int] = None,
     ) -> None:
         async with AsyncSessionLocal() as session:
-            service = AdaptiveRAGService(session, tenant_id=tenant_id)
+            from .service import AdaptiveRAGService as AdaptiveRAGServiceRuntime
+
+            service = AdaptiveRAGServiceRuntime(session, tenant_id=tenant_id)
             try:
                 await service.ingest_feishu_message(
                     content=content,
@@ -93,7 +95,9 @@ class AdaptiveRAGIngestMixin:
         project_id: Optional[int] = None,
     ) -> None:
         async with AsyncSessionLocal() as session:
-            service = AdaptiveRAGService(session, tenant_id=tenant_id)
+            from .service import AdaptiveRAGService as AdaptiveRAGServiceRuntime
+
+            service = AdaptiveRAGServiceRuntime(session, tenant_id=tenant_id)
             try:
                 await service.process_knowledge_doc_content(
                     doc_id=doc_id,
@@ -138,7 +142,9 @@ class AdaptiveRAGIngestMixin:
         project_id: Optional[int] = None,
     ) -> None:
         async with AsyncSessionLocal() as session:
-            service = AdaptiveRAGService(session, tenant_id=tenant_id)
+            from .service import AdaptiveRAGService as AdaptiveRAGServiceRuntime
+
+            service = AdaptiveRAGServiceRuntime(session, tenant_id=tenant_id)
             try:
                 await service.refresh_url_doc(doc_id=doc_id, project_id=project_id)
             except Exception:
@@ -216,7 +222,9 @@ class AdaptiveRAGIngestMixin:
         content: str,
     ) -> None:
         async with AsyncSessionLocal() as session:
-            service = AdaptiveRAGService(session, tenant_id=tenant_id)
+            from .service import AdaptiveRAGService as AdaptiveRAGServiceRuntime
+
+            service = AdaptiveRAGServiceRuntime(session, tenant_id=tenant_id)
             try:
                 await service.upsert_pmflow_record(
                     record_type=record_type,
@@ -227,4 +235,3 @@ class AdaptiveRAGIngestMixin:
                 )
             except Exception:
                 await session.rollback()
-
diff --git a/backend/app/services/adaptive_rag_service/shared_imports.py b/backend/app/services/adaptive_rag_service/shared_imports.py
index c74473d2..5f173957 100644
--- a/backend/app/services/adaptive_rag_service/shared_imports.py
+++ b/backend/app/services/adaptive_rag_service/shared_imports.py
@@ -27,7 +27,16 @@ import httpx
 from sqlalchemy import and_, bindparam, delete, func, or_, select, text
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...config.ai_prompts import PROMPT_RAG_ANSWER, PROMPT_RAG_DB_PROJECT_QA, PROMPT_RAG_INTENT_CLASSIFICATION
+from ...config.ai_prompts import (
+    PROMPT_AI_PMO_QA,
+    PROMPT_EXTERNAL_TREND_QA,
+    PROMPT_FEISHU_DIRECT_QA,
+    PROMPT_FEISHU_MIXED_QA,
+    PROMPT_MEMBER_WORKLOAD_QA,
+    PROMPT_RAG_ANSWER,
+    PROMPT_RAG_DB_PROJECT_QA,
+    PROMPT_RAG_INTENT_CLASSIFICATION,
+)
 from ...core.database import AsyncSessionLocal
 from ...models import (
     KnowledgeBaseChunk,
@@ -50,8 +59,8 @@ from ...models import (
 )
 from ..context_cache_service import context_cache_service
 from ..llm_service import LLMService
-from ..signal_source_orchestration import SignalSourceOrchestrationService
-from ..symbol_index import SymbolIndexService
+from ..signal.signal_source_orchestration import SignalSourceOrchestrationService
+from ..signal.symbol_index import SymbolIndexService
 
 
 from ...utils.timezone import CN_TZ, now_cn_aware, now_cn_naive
diff --git a/backend/app/services/adaptive_rag_service/shared_part_02.py b/backend/app/services/adaptive_rag_service/shared_part_02.py
index 9a238887..3773ab4f 100644
--- a/backend/app/services/adaptive_rag_service/shared_part_02.py
+++ b/backend/app/services/adaptive_rag_service/shared_part_02.py
@@ -138,6 +138,9 @@ ENTITY_ALIAS_MAP: dict[str, str] = {
 TS_SYMBOL_RE = re.compile(
     r"(?:export\s+)?(?:async\s+)?(?:function|class|interface|type|const)\s+([A-Za-z_][A-Za-z0-9_]*)"
 )
+
+
+@dataclass
 class RetrievedItem:
     source: str
     content: str
diff --git a/backend/app/services/adaptive_rag_service/shared_utils.py b/backend/app/services/adaptive_rag_service/shared_utils.py
index 101c4dc8..33487358 100644
--- a/backend/app/services/adaptive_rag_service/shared_utils.py
+++ b/backend/app/services/adaptive_rag_service/shared_utils.py
@@ -15,3 +15,5 @@ def _env_int(name: str, default: int, *, minimum: int, maximum: int) -> int:
     return max(minimum, min(maximum, value))
 
 
+__all__ = ["_env_int"]
+
diff --git a/backend/app/services/ai_orchestration_run/ingress_worker.py b/backend/app/services/ai_orchestration_run/ingress_worker.py
new file mode 100644
index 00000000..06134254
--- /dev/null
+++ b/backend/app/services/ai_orchestration_run/ingress_worker.py
@@ -0,0 +1,265 @@
+"""AI PMO ingress async worker for queued Feishu messages."""
+
+from __future__ import annotations
+
+import asyncio
+import contextlib
+from typing import Any, Optional
+
+from ...core.database import AsyncSessionLocal
+from ...core.logging import get_logger
+from ...utils.timezone import now_cn_naive
+from ..integrations.feishu_outbox.service import FeishuOutboxService
+from ..signal.signal_capture_service import ProactiveSignalCaptureService
+from .service import AIOrchestrationRunService, INGRESS_RUN_TYPE
+
+
+logger = get_logger(__name__)
+
+FINAL_FAILURE_TEXT = "已自动重试3次仍失败，请重新发送或换个说法。"
+INGRESS_HEARTBEAT_INTERVAL_SECONDS = 15
+
+
+class IngressDispatchError(RuntimeError):
+    """Raised when dispatching a claimed ingress run fatally fails."""
+
+    def __init__(self, *, run_id: Optional[int], cause: Exception):
+        self.run_id = int(run_id) if run_id is not None else None
+        self.cause = cause
+        super().__init__(str(cause))
+
+
+def _safe_int(value: Any) -> Optional[int]:
+    try:
+        parsed = int(value)
+    except Exception:
+        return None
+    return parsed
+
+
+def _build_final_reply_text(result: dict[str, Any]) -> str:
+    if not isinstance(result, dict):
+        return ""
+    if str(result.get("reason") or "").strip().lower() == "duplicate_filtered":
+        return ""
+    if str(result.get("classification") or "").strip().lower() == "duplicate":
+        return ""
+    direct = str(result.get("direct_reply_text") or "").strip()
+    if direct:
+        return direct[:500]
+    status = str(result.get("status") or "").strip().lower()
+    if status in {"captured", "answered"}:
+        return "处理完成。"
+    return ""
+
+
+async def _touch_ingress_run_heartbeat(*, run_id: int) -> None:
+    """Refresh updated_at so stale-recovery does not treat active runs as dead."""
+    async with AsyncSessionLocal() as db:
+        run_service = AIOrchestrationRunService(db)
+        row = await run_service.get_run_by_id(run_id=run_id)
+        if row is None:
+            await db.commit()
+            return
+        if str(row.run_type or "") != INGRESS_RUN_TYPE:
+            await db.commit()
+            return
+        if str(row.status or "").lower() in {"failed", "succeeded", "cancelled", "interrupted", "completed"}:
+            await db.commit()
+            return
+        row.updated_at = now_cn_naive()
+        await db.flush()
+        await db.commit()
+
+
+async def _finalize_ingress_failure_with_fresh_session(
+    *,
+    run_id: int,
+    tenant_id: int,
+    channel_ref: str,
+    source_message_id: Optional[str],
+    trace_id: str,
+    error_message: str,
+) -> None:
+    """Failure finalize path must not depend on the potentially committed caller session."""
+    async with AsyncSessionLocal() as failure_db:
+        run_service = AIOrchestrationRunService(failure_db)
+        _failed_row, should_notify = await run_service.mark_ingress_failed_or_retrying(
+            run_id=run_id,
+            error_message=error_message,
+        )
+        if should_notify and channel_ref:
+            await FeishuOutboxService.enqueue(
+                failure_db,
+                tenant_id=tenant_id,
+                chat_id=channel_ref,
+                text=FINAL_FAILURE_TEXT,
+                source_message_id=source_message_id,
+                dedupe_seed=f"{trace_id}:final_failed",
+                trace_id=trace_id or None,
+            )
+            await run_service.mark_ingress_result_notified(run_id=run_id)
+        await failure_db.commit()
+
+
+async def _claim_next_ingress_run_id() -> Optional[int]:
+    async with AsyncSessionLocal() as db:
+        run_service = AIOrchestrationRunService(db)
+        row = await run_service.claim_next_ingress_run()
+        if row is None:
+            await db.commit()
+            return None
+        run_id = int(row.id)
+        await db.commit()
+        return run_id
+
+
+async def _dispatch_claimed_ingress_run(*, run_id: int) -> None:
+    async with AsyncSessionLocal() as db:
+        run_service = AIOrchestrationRunService(db)
+        row = await run_service.get_run_by_id(run_id=run_id)
+        if row is None:
+            await db.commit()
+            return
+        if str(row.run_type or "") != INGRESS_RUN_TYPE:
+            await db.commit()
+            return
+        if str(row.status or "") != "running":
+            await db.commit()
+            return
+
+        # Copy all values that may be needed after downstream calls.
+        # Downstream code may commit/rollback and expire ORM attributes.
+        run_id_value = int(row.id)
+        tenant_id_value = int(row.tenant_id)
+        trace_id_value = str(row.trace_id or "").strip()
+        channel_ref_value = str(row.channel_ref or "").strip()
+        message_text_value = str(row.message_text or "").strip()
+        sender_value = str(row.sender or "unknown").strip() or "unknown"
+        source_sender_open_id_value = str(row.source_sender_open_id or "").strip() or None
+        captured_at_value = row.captured_at
+        source_message_id_value = str(row.source_message_id or "").strip() or None
+        chat_type_value = str(row.chat_type or "").strip() or None
+
+        try:
+            capture_service = ProactiveSignalCaptureService(db)
+            stop_heartbeat = asyncio.Event()
+
+            async def _heartbeat_loop() -> None:
+                while not stop_heartbeat.is_set():
+                    try:
+                        await _touch_ingress_run_heartbeat(run_id=run_id_value)
+                    except Exception as heartbeat_exc:
+                        logger.warning(
+                            "ingress_async_heartbeat_failed",
+                            run_id=run_id_value,
+                            trace_id=trace_id_value,
+                            error=str(heartbeat_exc),
+                        )
+                    try:
+                        await asyncio.wait_for(stop_heartbeat.wait(), timeout=INGRESS_HEARTBEAT_INTERVAL_SECONDS)
+                    except asyncio.TimeoutError:
+                        continue
+
+            heartbeat_task = asyncio.create_task(_heartbeat_loop())
+            try:
+                # Explicitly touch once before dispatching downstream LLM-heavy flow.
+                await _touch_ingress_run_heartbeat(run_id=run_id_value)
+                result = await capture_service.capture_from_feishu(
+                    group_chat_id=channel_ref_value,
+                    message_content=message_text_value,
+                    sender=sender_value,
+                    tenant_id=tenant_id_value,
+                    proposer_open_id=source_sender_open_id_value,
+                    captured_at=captured_at_value,
+                    mentioned_bot_names=None,
+                    feishu_message_id=source_message_id_value,
+                    chat_type=chat_type_value,
+                    force_sync=True,
+                )
+            finally:
+                stop_heartbeat.set()
+                with contextlib.suppress(Exception):
+                    await heartbeat_task
+                # Explicitly touch once after downstream call returns.
+                with contextlib.suppress(Exception):
+                    await _touch_ingress_run_heartbeat(run_id=run_id_value)
+            status = str(result.get("status") or "").strip().lower() if isinstance(result, dict) else ""
+            if status == "error" or not isinstance(result, dict):
+                raise RuntimeError(str((result or {}).get("reason") or "ingress_async_unhandled_result"))
+
+            work_item_id = _safe_int((result or {}).get("work_item_id"))
+            summary = str((result or {}).get("direct_reply_text") or "异步处理完成。").strip()[:1000]
+            await run_service.mark_ingress_succeeded(
+                run_id=run_id_value,
+                result_payload=result if isinstance(result, dict) else {},
+                work_item_id=work_item_id,
+                summary=summary,
+            )
+
+            final_reply_text = _build_final_reply_text(result)
+            if final_reply_text and channel_ref_value:
+                await FeishuOutboxService.enqueue(
+                    db,
+                    tenant_id=tenant_id_value,
+                    chat_id=channel_ref_value,
+                    text=final_reply_text,
+                    source_message_id=source_message_id_value,
+                    dedupe_seed=f"{trace_id_value}:final",
+                    trace_id=trace_id_value or None,
+                )
+                await run_service.mark_ingress_result_notified(run_id=run_id_value)
+            await db.commit()
+        except Exception as exc:
+            await _finalize_ingress_failure_with_fresh_session(
+                run_id=run_id_value,
+                tenant_id=tenant_id_value,
+                channel_ref=channel_ref_value,
+                source_message_id=source_message_id_value,
+                trace_id=trace_id_value,
+                error_message=str(exc),
+            )
+            logger.warning(
+                "ingress_async_run_failed",
+                run_id=run_id_value,
+                trace_id=trace_id_value,
+                error=str(exc),
+            )
+
+
+async def _mark_run_failed_greenlet_spawn(*, run_id: int) -> None:
+    """Persist fatal async session/greenlet failure so run is not silently skipped."""
+    async with AsyncSessionLocal() as db:
+        run_service = AIOrchestrationRunService(db)
+        row = await run_service.get_run_by_id(run_id=int(run_id))
+        if row is None:
+            await db.commit()
+            return
+        now_at = now_cn_naive()
+        row.status = "failed"
+        row.openclaw_status = "failed"
+        row.next_retry_at = None
+        row.last_error = "greenlet_spawn_error"
+        row.last_error_at = now_at
+        row.completed_at = now_at
+        row.summary = "异步处理失败（greenlet_spawn_error）"
+        row.worker_failed = max(1, int(row.worker_failed or 0) + 1)
+        await db.flush()
+        await db.commit()
+
+
+async def dispatch_pending_ingress_runs(limit: int = 20) -> int:
+    fetch_limit = max(1, min(int(limit), 100))
+    dispatched = 0
+    for _ in range(fetch_limit):
+        run_id = await _claim_next_ingress_run_id()
+        if run_id is None:
+            break
+        try:
+            await _dispatch_claimed_ingress_run(run_id=int(run_id))
+        except Exception as exc:
+            if "greenlet_spawn" in str(exc):
+                await _mark_run_failed_greenlet_spawn(run_id=int(run_id))
+            raise IngressDispatchError(run_id=int(run_id), cause=exc) from exc
+        dispatched += 1
+    return dispatched
diff --git a/backend/app/services/ai_orchestration_run/service.py b/backend/app/services/ai_orchestration_run/service.py
index c6be4539..05e8f7a4 100644
--- a/backend/app/services/ai_orchestration_run/service.py
+++ b/backend/app/services/ai_orchestration_run/service.py
@@ -2,20 +2,40 @@
 
 from __future__ import annotations
 
-from datetime import datetime, timedelta, timezone
+import hashlib
+from datetime import datetime, timedelta
 from typing import Any, Optional
 
-from sqlalchemy import and_, select
+from sqlalchemy import and_, or_, select
+from sqlalchemy.exc import IntegrityError
 from sqlalchemy.ext.asyncio import AsyncSession
 
+from ...core.database import AsyncSessionLocal
 from ...models import AIOrchestrationRun
 
 
-from ...utils.timezone import now_cn_naive
+from ...utils.timezone import CN_TZ, now_cn_naive
+
+
 def _utc_now_naive() -> datetime:
     return now_cn_naive()
 
 
+def _normalize_naive_datetime(value: Optional[datetime]) -> Optional[datetime]:
+    if value is None:
+        return None
+    if not isinstance(value, datetime):
+        return None
+    if value.tzinfo is None:
+        return value
+    return value.astimezone(CN_TZ).replace(tzinfo=None)
+
+
+INGRESS_RUN_TYPE = "ingress_feishu_message"
+INGRESS_RETRY_SCHEDULE_SECONDS: tuple[int, ...] = (10, 30, 90)
+INGRESS_RUNNING_STALE_MINUTES = 30
+
+
 class AIOrchestrationRunService:
     def __init__(self, db: AsyncSession) -> None:
         self.db = db
@@ -26,7 +46,7 @@ class AIOrchestrationRunService:
         tenant_id: int,
         trace_id: str,
         run_type: str,
-        project_id: int,
+        project_id: Optional[int],
         signal_id: Optional[int],
         response_mode: str,
         status: str,
@@ -66,6 +86,287 @@ class AIOrchestrationRunService:
         await self.db.flush()
         return row
 
+    @staticmethod
+    def build_ingress_trace_id(
+        *,
+        source_system: str,
+        source_message_id: str,
+    ) -> str:
+        normalized_source = str(source_system or "").strip().lower()[:24] or "unknown"
+        normalized_message_id = str(source_message_id or "").strip()[:96]
+        if normalized_message_id:
+            raw = f"{normalized_source}:{normalized_message_id}"
+        else:
+            digest = hashlib.sha1(f"{normalized_source}:{_utc_now_naive().isoformat()}".encode("utf-8"), usedforsecurity=False).hexdigest()
+            raw = f"{normalized_source}:{digest[:40]}"
+        return raw[:64]
+
+    async def get_run_by_id(self, *, run_id: int) -> Optional[AIOrchestrationRun]:
+        return (
+            await self.db.execute(
+                select(AIOrchestrationRun).where(AIOrchestrationRun.id == int(run_id))
+            )
+        ).scalar_one_or_none()
+
+    async def enqueue_ingress_run(
+        self,
+        *,
+        tenant_id: int,
+        source_system: str,
+        source_message_id: str,
+        sender: str,
+        message_text: str,
+        channel_ref: Optional[str],
+        source_sender_open_id: Optional[str],
+        chat_type: Optional[str],
+        captured_at: Optional[datetime],
+        project_hint_id: Optional[int],
+        max_retries: int = 3,
+    ) -> tuple[AIOrchestrationRun, bool]:
+        trace_id = self.build_ingress_trace_id(
+            source_system=source_system,
+            source_message_id=source_message_id,
+        )
+        existing = await self.get_run(tenant_id=tenant_id, trace_id=trace_id)
+        if existing is not None:
+            return existing, False
+
+        result_payload = {
+            "queue_mode": "async_ingress",
+            "source_system": str(source_system or "").strip()[:32],
+            "source_message_id": str(source_message_id or "").strip()[:128],
+            "queued_at": _utc_now_naive().isoformat(),
+        }
+        row = AIOrchestrationRun(
+            tenant_id=int(tenant_id),
+            trace_id=trace_id,
+            run_type=INGRESS_RUN_TYPE,
+            project_id=int(project_hint_id) if project_hint_id is not None else None,
+            signal_id=None,
+            response_mode="fast",
+            status="queued",
+            planner_status=None,
+            openclaw_status=None,
+            worker_total=1,
+            worker_completed=0,
+            worker_failed=0,
+            summary="消息已入异步处理队列。",
+            planner_diagnostics=None,
+            result_payload=result_payload,
+            created_by_user_id=None,
+            started_at=None,
+            completed_at=None,
+            source_system=str(source_system or "").strip()[:32] or None,
+            source_message_id=str(source_message_id or "").strip()[:128] or None,
+            sender=str(sender or "").strip()[:128] or "unknown",
+            source_sender_open_id=str(source_sender_open_id or "").strip()[:128] or None,
+            channel_ref=str(channel_ref or "").strip()[:128] or None,
+            chat_type=str(chat_type or "").strip()[:32] or None,
+            captured_at=_normalize_naive_datetime(captured_at),
+            message_text=str(message_text or "").strip()[:8000] or "",
+            project_hint_id=int(project_hint_id) if project_hint_id is not None else None,
+            retry_count=0,
+            max_retries=max(0, min(int(max_retries), 5)),
+            next_retry_at=_utc_now_naive(),
+            last_error=None,
+            last_error_at=None,
+            ack_sent_at=None,
+            result_notified_at=None,
+            work_item_id=None,
+        )
+        self.db.add(row)
+        try:
+            await self.db.flush()
+        except IntegrityError:
+            await self.db.rollback()
+            existing = await self.get_run(tenant_id=tenant_id, trace_id=trace_id)
+            if existing is not None:
+                return existing, False
+            raise
+        return row, True
+
+    async def claim_next_ingress_run(self, *, now: Optional[datetime] = None) -> Optional[AIOrchestrationRun]:
+        now_at = now or _utc_now_naive()
+        stale_before = now_at - timedelta(minutes=INGRESS_RUNNING_STALE_MINUTES)
+        stale_rows = (
+            await self.db.execute(
+                select(AIOrchestrationRun)
+                .where(
+                    and_(
+                        AIOrchestrationRun.run_type == INGRESS_RUN_TYPE,
+                        AIOrchestrationRun.status == "running",
+                        AIOrchestrationRun.updated_at <= stale_before,
+                    )
+                )
+                .with_for_update(skip_locked=True)
+            )
+        ).scalars().all()
+        for stale in stale_rows:
+            if int(stale.retry_count or 0) < int(stale.max_retries or 0):
+                delay = INGRESS_RETRY_SCHEDULE_SECONDS[min(int(stale.retry_count or 0), len(INGRESS_RETRY_SCHEDULE_SECONDS) - 1)]
+                stale.retry_count = int(stale.retry_count or 0) + 1
+                stale.status = "retrying"
+                stale.next_retry_at = now_at + timedelta(seconds=int(delay))
+            else:
+                stale.status = "failed"
+                stale.completed_at = now_at
+                stale.next_retry_at = None
+            stale.last_error = "stale_running_recovered"
+            stale.last_error_at = now_at
+
+        candidate_id = (
+            await self.db.execute(
+                select(AIOrchestrationRun.id)
+                .where(
+                    and_(
+                        AIOrchestrationRun.run_type == INGRESS_RUN_TYPE,
+                        or_(
+                            and_(
+                                AIOrchestrationRun.status.in_(("queued", "retrying")),
+                                or_(
+                                    AIOrchestrationRun.next_retry_at.is_(None),
+                                    AIOrchestrationRun.next_retry_at <= now_at,
+                                ),
+                            ),
+                            and_(
+                                AIOrchestrationRun.status == "failed",
+                                AIOrchestrationRun.last_error == "greenlet_spawn_error",
+                                AIOrchestrationRun.retry_count < AIOrchestrationRun.max_retries,
+                                or_(
+                                    AIOrchestrationRun.next_retry_at.is_(None),
+                                    AIOrchestrationRun.next_retry_at <= now_at,
+                                ),
+                            ),
+                        ),
+                    )
+                )
+                .order_by(AIOrchestrationRun.id.asc())
+                .with_for_update(skip_locked=True)
+                .limit(1)
+            )
+        ).scalar_one_or_none()
+        if candidate_id is None:
+            return None
+
+        row = await self.get_run_by_id(run_id=int(candidate_id))
+        if row is None:
+            return None
+        if str(row.status or "") == "failed" and str(row.last_error or "") == "greenlet_spawn_error":
+            row.retry_count = min(
+                int(row.max_retries or 0),
+                int(row.retry_count or 0) + 1,
+            )
+        row.status = "running"
+        row.openclaw_status = "running"
+        row.started_at = row.started_at or now_at
+        row.next_retry_at = None
+        row.last_error = None
+        row.last_error_at = None
+        await self.db.flush()
+        return row
+
+    async def mark_ingress_ack_sent(
+        self,
+        *,
+        tenant_id: int,
+        trace_id: str,
+    ) -> Optional[AIOrchestrationRun]:
+        row = await self.get_run(tenant_id=tenant_id, trace_id=trace_id)
+        if row is None:
+            return None
+        row.ack_sent_at = _utc_now_naive()
+        await self.db.flush()
+        return row
+
+    async def mark_ingress_succeeded(
+        self,
+        *,
+        run_id: int,
+        result_payload: dict[str, Any],
+        work_item_id: Optional[int],
+        summary: Optional[str] = None,
+    ) -> Optional[AIOrchestrationRun]:
+        row = await self.get_run_by_id(run_id=run_id)
+        if row is None:
+            return None
+        now_at = _utc_now_naive()
+        row.status = "succeeded"
+        row.openclaw_status = "succeeded"
+        row.worker_total = max(1, int(row.worker_total or 1))
+        row.worker_completed = max(1, int(row.worker_completed or 0))
+        row.worker_failed = max(0, int(row.worker_failed or 0))
+        row.result_payload = result_payload if isinstance(result_payload, dict) else {}
+        if work_item_id is not None:
+            row.work_item_id = int(work_item_id)
+        row.summary = (str(summary or "").strip()[:1000] or "异步处理完成。")
+        row.completed_at = now_at
+        row.next_retry_at = None
+        row.last_error = None
+        row.last_error_at = None
+        await self.db.flush()
+        return row
+
+    async def mark_ingress_failed_or_retrying(
+        self,
+        *,
+        run_id: int,
+        error_message: str,
+    ) -> tuple[Optional[AIOrchestrationRun], bool]:
+        # Failure path must not reuse a possibly committed/invalid caller session.
+        async with AsyncSessionLocal() as new_db:
+            row = (
+                await new_db.execute(
+                    select(AIOrchestrationRun)
+                    .where(AIOrchestrationRun.id == int(run_id))
+                    .with_for_update(skip_locked=True)
+                )
+            ).scalar_one_or_none()
+            if row is None:
+                await new_db.commit()
+                return None, False
+
+            now_at = _utc_now_naive()
+            normalized_error = str(error_message or "").strip()[:1000] or "unknown_error"
+            retry_count = int(row.retry_count or 0)
+            max_retries = max(0, int(row.max_retries or 0))
+            should_retry = retry_count < max_retries
+            if should_retry:
+                delay = INGRESS_RETRY_SCHEDULE_SECONDS[min(retry_count, len(INGRESS_RETRY_SCHEDULE_SECONDS) - 1)]
+                row.retry_count = retry_count + 1
+                row.status = "retrying"
+                row.openclaw_status = "retrying"
+                row.next_retry_at = now_at + timedelta(seconds=int(delay))
+                row.completed_at = None
+                row.worker_failed = max(0, int(row.worker_failed or 0))
+            else:
+                row.status = "failed"
+                row.openclaw_status = "failed"
+                row.next_retry_at = None
+                row.completed_at = now_at
+                row.worker_failed = max(1, int(row.worker_failed or 0) + 1)
+            row.last_error = normalized_error
+            row.last_error_at = now_at
+            row.summary = (
+                f"异步处理失败（已重试{int(row.retry_count or 0)}次）"
+                if should_retry
+                else f"异步处理失败（自动重试{max_retries}次后终止）"
+            )
+            await new_db.flush()
+            await new_db.commit()
+            return row, (not should_retry)
+
+    async def mark_ingress_result_notified(
+        self,
+        *,
+        run_id: int,
+    ) -> Optional[AIOrchestrationRun]:
+        row = await self.get_run_by_id(run_id=run_id)
+        if row is None:
+            return None
+        row.result_notified_at = _utc_now_naive()
+        await self.db.flush()
+        return row
+
     async def get_run(self, *, tenant_id: int, trace_id: str) -> Optional[AIOrchestrationRun]:
         return (
             await self.db.execute(
@@ -130,6 +431,7 @@ class AIOrchestrationRunService:
                 select(AIOrchestrationRun).where(
                     and_(
                         AIOrchestrationRun.status.in_(("queued", "running")),
+                        AIOrchestrationRun.run_type != INGRESS_RUN_TYPE,
                         AIOrchestrationRun.started_at.is_not(None),
                         AIOrchestrationRun.started_at < threshold,
                     )
@@ -160,7 +462,7 @@ class AIOrchestrationRunService:
         return {
             "trace_id": str(row.trace_id or ""),
             "run_type": str(row.run_type or ""),
-            "project_id": int(row.project_id),
+            "project_id": int(row.project_id) if row.project_id is not None else None,
             "signal_id": int(row.signal_id) if row.signal_id is not None else None,
             "response_mode": str(row.response_mode or ""),
             "run_status": str(row.status or ""),
@@ -174,6 +476,18 @@ class AIOrchestrationRunService:
             "summary": str(row.summary or payload.get("summary") or "").strip(),
             "planner_diagnostics": row.planner_diagnostics if isinstance(row.planner_diagnostics, dict) else None,
             "result_snapshot": payload,
+            "source_system": str(row.source_system or ""),
+            "source_message_id": str(row.source_message_id or ""),
+            "sender": str(row.sender or ""),
+            "channel_ref": str(row.channel_ref or ""),
+            "project_hint_id": int(row.project_hint_id) if row.project_hint_id is not None else None,
+            "retry_count": int(row.retry_count or 0),
+            "max_retries": int(row.max_retries or 0),
+            "next_retry_at": row.next_retry_at.isoformat() if row.next_retry_at else None,
+            "last_error": str(row.last_error or ""),
+            "work_item_id": int(row.work_item_id) if row.work_item_id is not None else None,
+            "ack_sent_at": row.ack_sent_at.isoformat() if row.ack_sent_at else None,
+            "result_notified_at": row.result_notified_at.isoformat() if row.result_notified_at else None,
             "created_by_user_id": int(row.created_by_user_id) if row.created_by_user_id is not None else None,
             "started_at": row.started_at.isoformat() if row.started_at else None,
             "completed_at": row.completed_at.isoformat() if row.completed_at else None,
diff --git a/backend/app/services/ai_pmo/__init__.py b/backend/app/services/ai_pmo/__init__.py
new file mode 100644
index 00000000..a880b216
--- /dev/null
+++ b/backend/app/services/ai_pmo/__init__.py
@@ -0,0 +1 @@
+"""AI PMO domain service namespace."""
diff --git a/backend/app/services/ai_pmo_cadence/__init__.py b/backend/app/services/ai_pmo/ai_pmo_cadence/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_cadence/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/__init__.py
diff --git a/backend/app/services/ai_pmo_cadence/mixin_builders.py b/backend/app/services/ai_pmo/ai_pmo_cadence/mixin_builders.py
similarity index 100%
rename from backend/app/services/ai_pmo_cadence/mixin_builders.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/mixin_builders.py
diff --git a/backend/app/services/ai_pmo_cadence/mixin_program_view.py b/backend/app/services/ai_pmo/ai_pmo_cadence/mixin_program_view.py
similarity index 100%
rename from backend/app/services/ai_pmo_cadence/mixin_program_view.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/mixin_program_view.py
diff --git a/backend/app/services/ai_pmo_cadence/mixin_queries_a.py b/backend/app/services/ai_pmo/ai_pmo_cadence/mixin_queries_a.py
similarity index 100%
rename from backend/app/services/ai_pmo_cadence/mixin_queries_a.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/mixin_queries_a.py
diff --git a/backend/app/services/ai_pmo_cadence/mixin_queries_b.py b/backend/app/services/ai_pmo/ai_pmo_cadence/mixin_queries_b.py
similarity index 100%
rename from backend/app/services/ai_pmo_cadence/mixin_queries_b.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/mixin_queries_b.py
diff --git a/backend/app/services/ai_pmo_cadence/mixin_snapshots.py b/backend/app/services/ai_pmo/ai_pmo_cadence/mixin_snapshots.py
similarity index 100%
rename from backend/app/services/ai_pmo_cadence/mixin_snapshots.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/mixin_snapshots.py
diff --git a/backend/app/services/ai_pmo_cadence/service.py b/backend/app/services/ai_pmo/ai_pmo_cadence/service.py
similarity index 100%
rename from backend/app/services/ai_pmo_cadence/service.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/service.py
diff --git a/backend/app/services/ai_pmo_cadence/shared.py b/backend/app/services/ai_pmo/ai_pmo_cadence/shared.py
similarity index 93%
rename from backend/app/services/ai_pmo_cadence/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_cadence/shared.py
index e184e9ed..7ad44cf1 100644
--- a/backend/app/services/ai_pmo_cadence/shared.py
+++ b/backend/app/services/ai_pmo/ai_pmo_cadence/shared.py
@@ -8,7 +8,7 @@ from typing import Any, Optional
 from sqlalchemy import and_, func, or_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import (
+from ....models import (
     Budget,
     Notification,
     PortfolioSnapshot,
@@ -22,7 +22,7 @@ from ...models import (
     UserWorkload,
     WorkItem,
 )
-from ...utils.timezone import now_cn_naive
+from ....utils.timezone import now_cn_naive
 
 
 def utc_now_naive() -> datetime:
diff --git a/backend/app/services/ai_pmo_decision/__init__.py b/backend/app/services/ai_pmo/ai_pmo_decision/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_decision/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_decision/__init__.py
diff --git a/backend/app/services/ai_pmo_decision/engine.py b/backend/app/services/ai_pmo/ai_pmo_decision/engine.py
similarity index 100%
rename from backend/app/services/ai_pmo_decision/engine.py
rename to backend/app/services/ai_pmo/ai_pmo_decision/engine.py
diff --git a/backend/app/services/ai_pmo_decision/policy.py b/backend/app/services/ai_pmo/ai_pmo_decision/policy.py
similarity index 79%
rename from backend/app/services/ai_pmo_decision/policy.py
rename to backend/app/services/ai_pmo/ai_pmo_decision/policy.py
index 6a485be2..c60effb0 100644
--- a/backend/app/services/ai_pmo_decision/policy.py
+++ b/backend/app/services/ai_pmo/ai_pmo_decision/policy.py
@@ -2,6 +2,8 @@
 
 from __future__ import annotations
 
+import os
+
 from .shared import (
     CanonicalIntent,
     INTENT_QUERY,
@@ -25,6 +27,12 @@ class ExecutionPolicyBrain:
         intent: CanonicalIntent,
         simulation: dict[str, object],
     ) -> dict[str, object]:
+        warn_threshold = self._env_float("CAPACITY_WARN_THRESHOLD", 1.0)
+        block_threshold = self._env_float("CAPACITY_BLOCK_THRESHOLD", 1.5)
+        if block_threshold < warn_threshold:
+            block_threshold = warn_threshold
+        projected_capacity_ratio = float(simulation.get("projected_capacity_peak_ratio") or 0.0)
+        capacity_warning: dict[str, object] | None = None
         normalized = re.sub(r"\s+", "", str(message_text or "")).lower()
         for gate_code, tokens in self.policy_gate_rules:
             if any(token.lower().replace(" ", "") in normalized for token in tokens):
@@ -84,7 +92,7 @@ class ExecutionPolicyBrain:
                 },
             }
 
-        if float(simulation.get("projected_capacity_peak_ratio") or 0.0) >= 1.0:
+        if projected_capacity_ratio >= block_threshold:
             return {
                 "auto_execute": False,
                 "policy_gate_hit": True,
@@ -92,9 +100,17 @@ class ExecutionPolicyBrain:
                 "approval_requirement": {
                     "required": True,
                     "reason": "simulation_capacity_limit",
-                    "message": "执行前仿真显示产能会超载，自动执行被拦截。",
+                    "message": "执行前仿真显示产能严重超载，自动执行被拦截。",
                 },
             }
+        if projected_capacity_ratio >= warn_threshold:
+            capacity_warning = {
+                "enabled": True,
+                "severity": "warning",
+                "peak_ratio": round(projected_capacity_ratio, 4),
+                "warn_threshold": round(warn_threshold, 4),
+                "block_threshold": round(block_threshold, 4),
+            }
 
         if intent.name == INTENT_SIGNAL_SOURCE_ONBOARD and int(simulation.get("missing_skill_count") or 0) > 0:
             return {
@@ -125,4 +141,15 @@ class ExecutionPolicyBrain:
             "policy_gate_hit": False,
             "policy_gate_code": None,
             "approval_requirement": {"required": False},
+            "capacity_warning": capacity_warning,
         }
+
+    @staticmethod
+    def _env_float(name: str, default: float) -> float:
+        raw = str(os.getenv(name, "")).strip()
+        if not raw:
+            return float(default)
+        try:
+            return float(raw)
+        except (TypeError, ValueError):
+            return float(default)
diff --git a/backend/app/services/ai_pmo_decision/shared.py b/backend/app/services/ai_pmo/ai_pmo_decision/shared.py
similarity index 100%
rename from backend/app/services/ai_pmo_decision/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_decision/shared.py
diff --git a/backend/app/services/ai_pmo_decision/simulation.py b/backend/app/services/ai_pmo/ai_pmo_decision/simulation.py
similarity index 100%
rename from backend/app/services/ai_pmo_decision/simulation.py
rename to backend/app/services/ai_pmo/ai_pmo_decision/simulation.py
diff --git a/backend/app/services/ai_pmo_decision/strategic.py b/backend/app/services/ai_pmo/ai_pmo_decision/strategic.py
similarity index 100%
rename from backend/app/services/ai_pmo_decision/strategic.py
rename to backend/app/services/ai_pmo/ai_pmo_decision/strategic.py
diff --git a/backend/app/services/ai_pmo_decision/tactical.py b/backend/app/services/ai_pmo/ai_pmo_decision/tactical.py
similarity index 100%
rename from backend/app/services/ai_pmo_decision/tactical.py
rename to backend/app/services/ai_pmo/ai_pmo_decision/tactical.py
diff --git a/backend/app/services/ai_pmo_intent/__init__.py b/backend/app/services/ai_pmo/ai_pmo_intent/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_intent/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_intent/__init__.py
diff --git a/backend/app/services/ai_pmo_intent/intent_resolver.py b/backend/app/services/ai_pmo/ai_pmo_intent/intent_resolver.py
similarity index 99%
rename from backend/app/services/ai_pmo_intent/intent_resolver.py
rename to backend/app/services/ai_pmo/ai_pmo_intent/intent_resolver.py
index 1d369c3c..26a6a408 100644
--- a/backend/app/services/ai_pmo_intent/intent_resolver.py
+++ b/backend/app/services/ai_pmo/ai_pmo_intent/intent_resolver.py
@@ -202,7 +202,7 @@ class IntentResolver:
             return True
         return bool(
             re.search(
-                r"(?:新增|增加|添加|新建|创建|建立|开个|开一个|建个|建一个|做个|做一个|加个|加一个|立项)(?:一个|个)?项目",
+                r"(?:新增|增加|添加|新建|创建|建立|开个|开一个|建个|建一个|做个|做一个|加个|加一个|立项)(?:一个|个)?(?:[^，。！？,.!?]{0,24})项目",
                 normalized,
                 re.IGNORECASE,
             )
@@ -212,4 +212,3 @@ class IntentResolver:
     def _build_signal_title(text: str, *, default: str) -> str:
         raw = str(text or "").strip()
         return raw or default
-
diff --git a/backend/app/services/ai_pmo_intent/models.py b/backend/app/services/ai_pmo/ai_pmo_intent/models.py
similarity index 88%
rename from backend/app/services/ai_pmo_intent/models.py
rename to backend/app/services/ai_pmo/ai_pmo_intent/models.py
index 1691afe5..12594d3e 100644
--- a/backend/app/services/ai_pmo_intent/models.py
+++ b/backend/app/services/ai_pmo/ai_pmo_intent/models.py
@@ -10,6 +10,7 @@ def _safe_int(value: Any) -> Optional[int]:
     except (TypeError, ValueError):
         return None
 
+@dataclass
 class CanonicalIntent:
     name: str
     confidence: float
@@ -18,6 +19,7 @@ class CanonicalIntent:
     signal_summary: str
     metadata: dict[str, Any]
 
+@dataclass
 class WorkflowRoute:
     family: str
     action: str
@@ -30,3 +32,5 @@ class WorkflowRoute:
     def key(self) -> str:
         return f"{self.family}.{self.action}"
 
+
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/ai_pmo_intent/route_resolver.py b/backend/app/services/ai_pmo/ai_pmo_intent/route_resolver.py
similarity index 68%
rename from backend/app/services/ai_pmo_intent/route_resolver.py
rename to backend/app/services/ai_pmo/ai_pmo_intent/route_resolver.py
index 135f32bc..43e146f1 100644
--- a/backend/app/services/ai_pmo_intent/route_resolver.py
+++ b/backend/app/services/ai_pmo/ai_pmo_intent/route_resolver.py
@@ -45,49 +45,11 @@ class RouteResolver:
             return INTENT_FOLLOWUP_CONTINUE
         return INTENT_QUERY
 
-    @staticmethod
-    def _parse_chinese_count_token(token: str) -> Optional[int]:
-        cleaned = str(token or "").strip()
-        if not cleaned:
-            return None
-        map_digit = {
-            "零": 0,
-            "一": 1,
-            "二": 2,
-            "两": 2,
-            "三": 3,
-            "四": 4,
-            "五": 5,
-            "六": 6,
-            "七": 7,
-            "八": 8,
-            "九": 9,
-            "十": 10,
-        }
-        if cleaned in map_digit:
-            return map_digit[cleaned]
-        if len(cleaned) == 2 and cleaned[0] == "十" and cleaned[1] in map_digit:
-            return 10 + map_digit[cleaned[1]]
-        if len(cleaned) == 2 and cleaned[1] == "十" and cleaned[0] in map_digit:
-            return map_digit[cleaned[0]] * 10
-        if len(cleaned) == 3 and cleaned[1] == "十" and cleaned[0] in map_digit and cleaned[2] in map_digit:
-            return map_digit[cleaned[0]] * 10 + map_digit[cleaned[2]]
-        return None
-
     @classmethod
     def extract_requested_count(cls, *, message_text: str, metadata: dict[str, Any]) -> int:
         metadata_count = _safe_int(metadata.get("requested_count")) if isinstance(metadata, dict) else None
         if metadata_count is not None and metadata_count > 0:
             return min(max(metadata_count, 1), 5)
-        normalized_text = str(message_text or "")
-        digit_match = re.search(r"(\d{1,2})\s*(?:个|条|项)?\s*(?:信号|候选)", normalized_text, flags=re.IGNORECASE)
-        if digit_match:
-            return min(max(int(digit_match.group(1)), 1), 5)
-        chinese_match = re.search(r"([零一二两三四五六七八九十]{1,3})\s*(?:个|条|项)?\s*(?:信号|候选)", normalized_text)
-        if chinese_match:
-            parsed = cls._parse_chinese_count_token(chinese_match.group(1))
-            if parsed is not None and parsed > 0:
-                return min(max(parsed, 1), 5)
         return 1
 
     @staticmethod
@@ -95,22 +57,20 @@ class RouteResolver:
         explicit_route = str(metadata.get("workflow_route") or "").strip().lower() if isinstance(metadata, dict) else ""
         if explicit_route == ROUTE_PROJECT_SIGNAL_DISCOVER:
             return True
-        normalized = re.sub(r"\s+", "", str(message_text or "")).lower()
-        if not normalized:
-            return False
-        has_discover_hint = any(token in normalized for token in PROJECT_SIGNAL_DISCOVER_HINTS)
-        has_signal_hint = any(token in normalized for token in ("信号", "候选", "分析", "拆分"))
-        return has_discover_hint and has_signal_hint
+        explicit_action = str(metadata.get("workflow_action") or metadata.get("action") or "").strip().lower() if isinstance(metadata, dict) else ""
+        return explicit_action == ROUTE_ACTION_DISCOVER
 
     @staticmethod
-    def parse_followup_action(*, message_text: str, canonical_intent: str) -> str:
-        normalized = re.sub(r"\s+", "", str(message_text or "")).lower()
-        if any(token in normalized for token in FOLLOWUP_REFRESH_HINTS):
-            return ROUTE_ACTION_REFRESH
-        if any(token in normalized for token in FOLLOWUP_CANCEL_HINTS):
-            return ROUTE_ACTION_CANCEL
-        if any(token in normalized for token in FOLLOWUP_COMMIT_HINTS):
-            return ROUTE_ACTION_COMMIT
+    def parse_followup_action(*, metadata: dict[str, Any], canonical_intent: str) -> str:
+        explicit_action = str(metadata.get("followup_action") or metadata.get("action") or "").strip().lower()
+        if explicit_action in {
+            ROUTE_ACTION_CONTINUE,
+            ROUTE_ACTION_CONFIRM,
+            ROUTE_ACTION_COMMIT,
+            ROUTE_ACTION_CANCEL,
+            ROUTE_ACTION_REFRESH,
+        }:
+            return explicit_action
         if canonical_intent in {INTENT_FOLLOWUP_CONFIRM, INTENT_FOLLOWUP_CONTINUE}:
             return ROUTE_ACTION_COMMIT
         return ROUTE_ACTION_CONTINUE
@@ -123,15 +83,17 @@ class RouteResolver:
         message_text: str,
     ) -> WorkflowRoute:
         metadata = dict(canonical_intent.metadata or {})
-        route_key = LEGACY_INTENT_ROUTE_MAP.get(canonical_intent.name, ROUTE_QUERY_ANSWER)
+        explicit_route = cls.normalize_route_key(str(metadata.get("workflow_route") or ""))
+        route_key = explicit_route if explicit_route != ROUTE_QUERY_ANSWER or str(metadata.get("workflow_route") or "").strip() else ""
+        if not route_key:
+            route_key = LEGACY_INTENT_ROUTE_MAP.get(canonical_intent.name, ROUTE_QUERY_ANSWER)
         if canonical_intent.name == INTENT_SIGNAL_CREATE:
-            route_key = (
-                ROUTE_PROJECT_SIGNAL_DISCOVER
-                if cls.looks_like_project_signal_discover(message_text=message_text, metadata=metadata)
-                else ROUTE_PROJECT_SIGNAL_CREATE
-            )
+            if cls.looks_like_project_signal_discover(message_text=message_text, metadata=metadata):
+                route_key = ROUTE_PROJECT_SIGNAL_DISCOVER
+            elif route_key not in {ROUTE_PROJECT_SIGNAL_CREATE, ROUTE_PROJECT_SIGNAL_DISCOVER}:
+                route_key = ROUTE_PROJECT_SIGNAL_CREATE
         elif canonical_intent.name in {INTENT_FOLLOWUP_CONFIRM, INTENT_FOLLOWUP_CONTINUE}:
-            action = cls.parse_followup_action(message_text=message_text, canonical_intent=canonical_intent.name)
+            action = cls.parse_followup_action(metadata=metadata, canonical_intent=canonical_intent.name)
             if action == ROUTE_ACTION_CONFIRM:
                 route_key = ROUTE_FOLLOWUP_CONFIRM
             else:
@@ -215,4 +177,3 @@ class RouteResolver:
             requires_confirmation=requires_confirmation,
             metadata=metadata,
         )
-
diff --git a/backend/app/services/ai_pmo_intent/shared.py b/backend/app/services/ai_pmo/ai_pmo_intent/shared.py
similarity index 97%
rename from backend/app/services/ai_pmo_intent/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_intent/shared.py
index 63732811..6df8a788 100644
--- a/backend/app/services/ai_pmo_intent/shared.py
+++ b/backend/app/services/ai_pmo/ai_pmo_intent/shared.py
@@ -6,8 +6,8 @@ import re
 from dataclasses import dataclass
 from typing import Any, Optional
 
-from ...utils.project_command_utils import extract_project_create_title
-from ..signal_source_orchestration import SignalSourceOrchestrationService
+from ....utils.project_command_utils import extract_project_create_title
+from ...signal.signal_source_orchestration import SignalSourceOrchestrationService
 
 INTENT_QUERY = "query.read_only"
 INTENT_PROJECT_CREATE = "project.create"
@@ -209,4 +209,3 @@ WRITE_INTENTS = {
 }
 INTENT_CONFLICT_POLICIES = {"pending_manual", "prefer_rule", "prefer_llm"}
 
-
diff --git a/backend/app/services/ai_pmo_kernel/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/__init__.py
similarity index 68%
rename from backend/app/services/ai_pmo_kernel/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/__init__.py
index ff2667aa..7b90a183 100644
--- a/backend/app/services/ai_pmo_kernel/__init__.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/__init__.py
@@ -7,7 +7,14 @@ from .ai_agent_kernel import (
     select_intent_route,
 )
 from .ai_pmo_domain_workflow import SignalSourceDomainWorkflow
-from .ai_pmo_kernel_runtime import AIPMOKernelService
+
+
+def __getattr__(name: str):
+    if name == "AIPMOKernelService":
+        from .ai_pmo_kernel_runtime import AIPMOKernelService
+
+        return AIPMOKernelService
+    raise AttributeError(name)
 
 __all__ = [
     "AIPMOKernelService",
diff --git a/backend/app/services/ai_pmo_kernel/ai_agent_kernel.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_agent_kernel.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel/ai_agent_kernel.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_agent_kernel.py
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_domain_workflow.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_domain_workflow.py
similarity index 98%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_domain_workflow.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_domain_workflow.py
index 6dc6bfee..317aeacc 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_domain_workflow.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_domain_workflow.py
@@ -6,7 +6,7 @@ from typing import Any, Optional
 
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ..signal_source_orchestration import SignalSourceOrchestrationService
+from ...signal.signal_source_orchestration import SignalSourceOrchestrationService
 
 
 class SignalSourceDomainWorkflow:
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_runtime.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_kernel_runtime.py
similarity index 86%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_runtime.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_kernel_runtime.py
index dd1aecb7..326f98fc 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_runtime.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_kernel_runtime.py
@@ -8,11 +8,11 @@ for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
         globals()[_name] = _value
 
-from .ai_pmo_kernel_mixins_closure import KernelClosureMixin
-from .ai_pmo_kernel_mixins_followup import KernelFollowupMixin
-from .ai_pmo_kernel_mixins_ingress import KernelIngressMixin
-from .ai_pmo_kernel_mixins_intent import KernelIntentMixin
-from .ai_pmo_kernel_mixins_world_model import KernelWorldModelMixin
+from .compositions.closure import KernelClosureMixin
+from .compositions.followup import KernelFollowupMixin
+from .compositions.ingress import KernelIngressMixin
+from .compositions.intent import KernelIntentMixin
+from .compositions.world_model import KernelWorldModelMixin
 
 
 class AIPMOKernelService(
@@ -54,4 +54,3 @@ class AIPMOKernelService(
             return async_sessionmaker(bind=bind, expire_on_commit=False, class_=AsyncSession)
         except Exception:
             return None
-
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_reply_renderer.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_reply_renderer.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_reply_renderer.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_reply_renderer.py
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_review_service.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_review_service.py
similarity index 98%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_review_service.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_review_service.py
index 1e70065e..bf589f61 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_review_service.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_review_service.py
@@ -7,7 +7,7 @@ from typing import Any
 from sqlalchemy import and_, func, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import PortfolioSnapshot, ProjectSignalLink, ReplyReceipt, SignalSourceRegistry, WorkItem
+from ....models import PortfolioSnapshot, ProjectSignalLink, ReplyReceipt, SignalSourceRegistry, WorkItem
 
 
 def _safe_int(value: Any) -> int | None:
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor.py
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor_common.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor_common.py
similarity index 82%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor_common.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor_common.py
index 4193d2bc..4ecd2740 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor_common.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor_common.py
@@ -11,9 +11,9 @@ from typing import Any, Optional
 from sqlalchemy import and_, or_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...config.ai_prompts import PROMPT_AI_PMO_SIGNAL_BATCH_ANALYSIS
-from ...core.logging import get_logger
-from ...models import (
+from ....config.ai_prompts import PROMPT_AI_PMO_SIGNAL_BATCH_ANALYSIS
+from ....core.logging import get_logger
+from ....models import (
     Experiment,
     Project,
     ProjectSignalLink,
@@ -23,8 +23,8 @@ from ...models import (
     UserSkillBinding,
     UserWorkload,
 )
-from ...utils.timezone import now_cn_naive
-from ..adaptive_rag_service import AdaptiveRAGService
+from ....utils.timezone import now_cn_naive
+from ...adaptive_rag_service import AdaptiveRAGService
 from .ai_pmo_domain_workflow import SignalSourceDomainWorkflow
 from ..ai_pmo_intent import (
     INTENT_PROJECT_CREATE,
@@ -40,10 +40,10 @@ from ..ai_pmo_intent import (
     IntentResolver,
     RouteResolver,
 )
-from ..ai_steward_service import AIStewardService
-from ..llm_service import llm_service
-from ..model_context_bundle import ModelContextBundleService
-from ..signal_planner import SignalPlannerService
+from ...ai_steward_service import AIStewardService
+from ...llm_service import llm_service
+from ...model.model_context_bundle import ModelContextBundleService
+from ...signal.signal_planner import SignalPlannerService
 
 logger = get_logger(__name__)
 
@@ -75,5 +75,3 @@ def _safe_int(value: Any) -> Optional[int]:
         return int(value)
     except (TypeError, ValueError):
         return None
-
-
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor_mixins_parse.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor_mixins_parse.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_typed_executor_mixins_parse.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_typed_executor_mixins_parse.py
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_workflow_runtime.py b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_workflow_runtime.py
similarity index 98%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_workflow_runtime.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_workflow_runtime.py
index 12d54927..e423845b 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_workflow_runtime.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/ai_pmo_workflow_runtime.py
@@ -4,8 +4,8 @@ from __future__ import annotations
 
 from typing import Optional, TYPE_CHECKING
 
-from ...models import ConversationSession, IngestEvent, Project, WorkItem
-from ...schemas.world_model import WorldModel
+from ....models import ConversationSession, IngestEvent, Project, WorkItem
+from ....schemas.world_model import WorldModel
 from ..ai_pmo_intent import (
     INTENT_FOLLOWUP_CONTINUE,
     ROUTE_ACTION_DISCOVER,
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/__init__.py
new file mode 100644
index 00000000..7a3aec4f
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/__init__.py
@@ -0,0 +1,15 @@
+"""Kernel composition mixins grouped by domain."""
+
+from .closure import KernelClosureMixin
+from .followup import KernelFollowupMixin
+from .ingress import KernelIngressMixin
+from .intent import KernelIntentMixin
+from .world_model import KernelWorldModelMixin
+
+__all__ = [
+    "KernelClosureMixin",
+    "KernelFollowupMixin",
+    "KernelIngressMixin",
+    "KernelIntentMixin",
+    "KernelWorldModelMixin",
+]
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure.py b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/closure.py
similarity index 51%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/compositions/closure.py
index dfe8e169..48aa38cc 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/closure.py
@@ -2,9 +2,9 @@
 
 from __future__ import annotations
 
-from .ai_pmo_kernel_mixins_closure_data import KernelClosureDataMixin
-from .ai_pmo_kernel_mixins_closure_helpers import KernelClosureHelpersMixin
-from .ai_pmo_kernel_mixins_closure_payload import KernelClosurePayloadMixin
+from ..mixins.closure.ai_pmo_kernel_mixins_closure_data import KernelClosureDataMixin
+from ..mixins.closure.ai_pmo_kernel_mixins_closure_helpers import KernelClosureHelpersMixin
+from ..mixins.closure.ai_pmo_kernel_mixins_closure_payload import KernelClosurePayloadMixin
 
 
 class KernelClosureMixin(
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/followup.py b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/followup.py
new file mode 100644
index 00000000..b53d32e4
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/followup.py
@@ -0,0 +1,23 @@
+"""AI PMO kernel followup mixin composition."""
+
+from __future__ import annotations
+
+from ..mixins.followup.ai_pmo_kernel_mixins_followup_project_signal import (
+    KernelFollowupProjectSignalMixin,
+)
+from ..mixins.followup.ai_pmo_kernel_mixins_followup_records import KernelFollowupRecordsMixin
+from ..mixins.followup.ai_pmo_kernel_mixins_followup_routing import KernelFollowupRoutingMixin
+from ..mixins.followup.ai_pmo_kernel_mixins_followup_verification import (
+    KernelFollowupVerificationMixin,
+)
+
+
+class KernelFollowupMixin(
+    KernelFollowupRecordsMixin,
+    KernelFollowupRoutingMixin,
+    KernelFollowupProjectSignalMixin,
+    KernelFollowupVerificationMixin,
+):
+    """Compose followup concerns into a single kernel mixin."""
+
+    pass
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress.py b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/ingress.py
similarity index 52%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/compositions/ingress.py
index 0fc079fc..08f26867 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/ingress.py
@@ -2,9 +2,9 @@
 
 from __future__ import annotations
 
-from ..ai_pmo_kernel_ingress_flow import KernelIngressFlowMixin
-from .ai_pmo_kernel_mixins_ingress_render import KernelIngressRenderMixin
-from .ai_pmo_kernel_mixins_ingress_storage import KernelIngressStorageMixin
+from ...ai_pmo_kernel_ingress_flow import KernelIngressFlowMixin
+from ..mixins.ingress.ai_pmo_kernel_mixins_ingress_render import KernelIngressRenderMixin
+from ..mixins.ingress.ai_pmo_kernel_mixins_ingress_storage import KernelIngressStorageMixin
 
 
 class KernelIngressMixin(
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent.py b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/intent.py
similarity index 52%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/compositions/intent.py
index 87ee2a5f..37051ec0 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/intent.py
@@ -2,9 +2,9 @@
 
 from __future__ import annotations
 
-from .ai_pmo_kernel_mixins_intent_llm import KernelIntentLLMMixin
-from .ai_pmo_kernel_mixins_intent_resolve import KernelIntentResolveMixin
-from .ai_pmo_kernel_mixins_intent_rules import KernelIntentRulesMixin
+from ..mixins.intent.ai_pmo_kernel_mixins_intent_llm import KernelIntentLLMMixin
+from ..mixins.intent.ai_pmo_kernel_mixins_intent_resolve import KernelIntentResolveMixin
+from ..mixins.intent.ai_pmo_kernel_mixins_intent_rules import KernelIntentRulesMixin
 
 
 class KernelIntentMixin(
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model.py b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/world_model.py
similarity index 53%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/compositions/world_model.py
index 306bc70f..4e9f5952 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/compositions/world_model.py
@@ -2,9 +2,11 @@
 
 from __future__ import annotations
 
-from ..ai_pmo_kernel_world_model_aggregates import KernelWorldModelAggregatesMixin
-from ..ai_pmo_kernel_world_model_core import KernelWorldModelCoreMixin
-from .ai_pmo_kernel_mixins_world_model_session import KernelWorldModelSessionMixin
+from ...ai_pmo_kernel_world_model_aggregates import KernelWorldModelAggregatesMixin
+from ...ai_pmo_kernel_world_model_core import KernelWorldModelCoreMixin
+from ..mixins.world_model.ai_pmo_kernel_mixins_world_model_session import (
+    KernelWorldModelSessionMixin,
+)
 
 
 class KernelWorldModelMixin(
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/__init__.py
new file mode 100644
index 00000000..f7019d08
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/__init__.py
@@ -0,0 +1 @@
+"""AI PMO kernel mixin groups."""
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/__init__.py
new file mode 100644
index 00000000..2c29b535
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/__init__.py
@@ -0,0 +1 @@
+"""Closure-oriented kernel mixins."""
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_data.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_data.py
similarity index 99%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_data.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_data.py
index 34cf7b72..c8a2adae 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_data.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_data.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_helpers.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_helpers.py
similarity index 98%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_helpers.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_helpers.py
index 542cdc0d..e7e82003 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_helpers.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_helpers.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_payload.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_payload.py
similarity index 99%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_payload.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_payload.py
index 798a0beb..413697a4 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_closure_payload.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/closure/ai_pmo_kernel_mixins_closure_payload.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/__init__.py
new file mode 100644
index 00000000..312f05c8
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/__init__.py
@@ -0,0 +1 @@
+"""Followup-oriented kernel mixins."""
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal.py
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_actions.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_actions.py
similarity index 99%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_actions.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_actions.py
index b48ad7d5..c5472665 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_actions.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_actions.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_resume.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_resume.py
similarity index 99%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_resume.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_resume.py
index ab367700..e50196ed 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_project_signal_resume.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_project_signal_resume.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_records.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_records.py
similarity index 98%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_records.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_records.py
index ded6b3c3..c70c9d0f 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_records.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_records.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_routing.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_routing.py
similarity index 99%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_routing.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_routing.py
index 98b9c92e..a9ee459f 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_routing.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_routing.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_verification.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_verification.py
similarity index 99%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_verification.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_verification.py
index 3a97429b..a78fa435 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup_verification.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/followup/ai_pmo_kernel_mixins_followup_verification.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/__init__.py
new file mode 100644
index 00000000..1c1f140a
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/__init__.py
@@ -0,0 +1 @@
+"""Ingress-oriented kernel mixins."""
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_render.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_render.py
similarity index 93%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_render.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_render.py
index 9950ee77..5dbc9782 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_render.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_render.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
@@ -23,6 +23,16 @@ class KernelIngressRenderMixin:
     ) -> dict[str, Any]:
         linked_project_ids = [int(work_item.project_id)] if work_item.project_id is not None else []
         direct_reply_text = str(render.get("text") or "").strip()
+        mixed_sidecar_reply = (
+            str((intent.metadata or {}).get("mixed_sidecar_reply") or "").strip()
+            if isinstance(intent.metadata, dict)
+            else ""
+        )
+        if mixed_sidecar_reply:
+            if direct_reply_text and direct_reply_text != mixed_sidecar_reply:
+                direct_reply_text = f"{mixed_sidecar_reply}\n\n{direct_reply_text}"
+            else:
+                direct_reply_text = mixed_sidecar_reply
         if _looks_like_upstream_timeout_message(direct_reply_text):
             logger.warning(
                 "ai_pmo_upstream_timeout_reply_detected",
@@ -169,4 +179,3 @@ class KernelIngressRenderMixin:
             "status": str(project.status or ""),
             "owner_id": _safe_int(project.owner_id),
         }
-
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_storage.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_storage.py
similarity index 99%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_storage.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_storage.py
index 36055cbe..2e2cc63d 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_ingress_storage.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/ingress/ai_pmo_kernel_mixins_ingress_storage.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/__init__.py
new file mode 100644
index 00000000..ae5970f8
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/__init__.py
@@ -0,0 +1 @@
+"""Intent-oriented kernel mixins."""
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_llm.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_llm.py
similarity index 79%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_llm.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_llm.py
index 6682a219..583fe361 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_llm.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_llm.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
@@ -10,6 +10,8 @@ for _name, _value in vars(_common).items():
 
 
 class KernelIntentLLMMixin:
+    _STAGE2_INTENT_FUNCTION_NAME = "classify_intent_complex"
+
     async def _resolve_intent_with_llm(
         self,
         *,
@@ -18,17 +20,6 @@ class KernelIntentLLMMixin:
         world_model: dict[str, Any],
         rule_intent: Optional[CanonicalIntent] = None,
     ) -> Optional[CanonicalIntent]:
-        project_snapshot = world_model.get("project") if isinstance(world_model.get("project"), dict) else {}
-        project_names = [
-            str(project_snapshot.get("title") or "").strip(),
-            str(project_snapshot.get("name") or "").strip(),
-        ]
-        route_decision = select_intent_route(message_text, project_names=project_names)
-        correction_decision = kernel_resolve_correction(message_text)
-        forced_low_tier = _should_force_low_tier_intent_route(
-            message_text=message_text,
-            correction_action=correction_decision.action,
-        )
         prompt = PROMPT_AI_PMO_INTENT_CLASSIFICATION.format(
             message_text=str(message_text or "")[:1200],
             session_last_intent=str(getattr(session, "last_intent", "") or "").strip() if session is not None else "",
@@ -48,6 +39,10 @@ class KernelIntentLLMMixin:
         ).strip()
         total_budget_seconds = _intent_llm_total_budget_seconds()
         stage_started_at = time.perf_counter()
+        stage1_timeout_cap_seconds = max(
+            6.0,
+            float(os.getenv("AI_PMO_INTENT_STAGE1_TIMEOUT_CAP_SECONDS", "8") or 8.0),
+        )
 
         async def _invoke_intent_stage(
             *,
@@ -62,6 +57,19 @@ class KernelIntentLLMMixin:
                 llm_timeout_seconds = min(llm_timeout_seconds, max(float(timeout_cap_seconds), 0.0))
             if llm_timeout_seconds <= 0.0:
                 return None
+            max_tokens_default = 260 if route_tier == "low" else 360
+            max_tokens_env_key = (
+                "AI_PMO_INTENT_LLM_MAX_TOKENS_LOW"
+                if route_tier == "low"
+                else "AI_PMO_INTENT_LLM_MAX_TOKENS_HIGH"
+            )
+            try:
+                llm_max_tokens = int(
+                    str(os.getenv(max_tokens_env_key, str(max_tokens_default)) or max_tokens_default).strip()
+                )
+            except Exception:
+                llm_max_tokens = max_tokens_default
+            llm_max_tokens = max(120, min(llm_max_tokens, 2800))
             logger.info(
                 "ai_pmo_intent_llm_route",
                 tenant_id=self.tenant_id,
@@ -69,9 +77,7 @@ class KernelIntentLLMMixin:
                 function_name=function_name,
                 route_tier=route_tier,
                 timeout_seconds=llm_timeout_seconds,
-                forced_low_tier=forced_low_tier,
-                correction_action=correction_decision.action,
-                correction_keywords=correction_decision.matched_keywords,
+                max_tokens=llm_max_tokens,
                 route_reasons=route_reasons,
                 total_budget_seconds=total_budget_seconds,
             )
@@ -84,7 +90,7 @@ class KernelIntentLLMMixin:
                         function_name=function_name,
                         use_prompt_profile=False,
                         temperature=0.0,
-                        max_tokens=260,
+                        max_tokens=llm_max_tokens,
                         response_mode="fast",
                     ),
                     timeout=llm_timeout_seconds,
@@ -147,8 +153,8 @@ class KernelIntentLLMMixin:
                 route_function=function_name,
                 gate_action="unresolved",
                 gate_code="intent_only",
-                correction_action=correction_decision.action,
-                correction_keywords=correction_decision.matched_keywords,
+                correction_action="none",
+                correction_keywords=[],
                 complexity_reasons=route_reasons,
             )
             return self._build_canonical_intent(
@@ -164,11 +170,10 @@ class KernelIntentLLMMixin:
                     "route_tier": route_tier,
                     "route_complex": route_tier == "high",
                     "route_reasons": route_reasons,
-                    "forced_low_tier": forced_low_tier,
                     "timeout_seconds": llm_timeout_seconds,
                     "total_budget_seconds": total_budget_seconds,
-                    "correction_action": correction_decision.action,
-                    "correction_keywords": correction_decision.matched_keywords,
+                    "correction_action": "none",
+                    "correction_keywords": [],
                     "decision_trace": decision_trace,
                     "workflow_route": structured_route.key if structured_route is not None else LEGACY_INTENT_ROUTE_MAP.get(intent_name, ROUTE_QUERY_ANSWER),
                     "workflow_family": structured_route.family if structured_route is not None else RouteResolver._split_route_key(
@@ -190,25 +195,39 @@ class KernelIntentLLMMixin:
                 },
             )
 
-        low_stage_reasons = ["stage1_low_first", *list(route_decision.reasons or [])]
-        if forced_low_tier:
-            low_stage_reasons.append("correction_forced_low_tier")
+        low_stage_reasons = ["llm_only_stage1"]
         low_intent = await _invoke_intent_stage(
             function_name=INTENT_LLM_FUNCTION_NAME,
             route_tier="low",
             route_reasons=low_stage_reasons,
             stage_label="stage1_low",
+            timeout_cap_seconds=stage1_timeout_cap_seconds,
         )
-        if forced_low_tier:
-            return low_intent
 
-        should_escalate, escalate_reasons = _should_escalate_to_high_intent_route(
-            route_is_complex=bool(route_decision.is_complex),
-            low_intent=low_intent,
-            rule_intent=rule_intent,
-        )
+        escalate_reasons: list[str] = []
+        if low_intent is None:
+            escalate_reasons.append("stage1_empty")
+        elif float(low_intent.confidence or 0.0) < _intent_llm_stage2_confidence_threshold():
+            escalate_reasons.append("stage1_low_confidence")
+        if rule_intent is not None and low_intent is not None and str(rule_intent.name or "") != str(low_intent.name or ""):
+            escalate_reasons.append("stage1_rule_conflict")
+        should_escalate = bool(escalate_reasons)
         if not should_escalate:
             return low_intent
+        stage2_enabled = str(os.getenv("AI_PMO_INTENT_STAGE2_ENABLED", "true") or "true").strip().lower() in BOOL_TRUE_VALUES
+        if low_intent is not None and not stage2_enabled:
+            logger.info(
+                "ai_pmo_intent_stage2_skipped",
+                tenant_id=self.tenant_id,
+                reason="stage2_disabled",
+                escalate_reasons=escalate_reasons,
+            )
+            return self._copy_intent_with_metadata(
+                low_intent,
+                stage2_skipped=True,
+                stage2_skip_reason="stage2_disabled",
+                stage2_reasons=escalate_reasons,
+            )
 
         elapsed_seconds = time.perf_counter() - stage_started_at
         remaining_budget_seconds = total_budget_seconds - elapsed_seconds
@@ -231,9 +250,9 @@ class KernelIntentLLMMixin:
                 )
             return None
 
-        high_stage_reasons = [*list(route_decision.reasons or []), *escalate_reasons, "stage2_high_retry"]
+        high_stage_reasons = [*escalate_reasons, "stage2_high_retry"]
         high_intent = await _invoke_intent_stage(
-            function_name="classify_intent_complex",
+            function_name=self._STAGE2_INTENT_FUNCTION_NAME,
             route_tier="high",
             route_reasons=high_stage_reasons,
             stage_label="stage2_high",
@@ -256,4 +275,3 @@ class KernelIntentLLMMixin:
                 stage2_reasons=escalate_reasons,
             )
         return None
-
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_resolve.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_resolve.py
new file mode 100644
index 00000000..0fd48b78
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_resolve.py
@@ -0,0 +1,51 @@
+"""AI PMO kernel intent resolve mixin."""
+
+from __future__ import annotations
+
+from .... import ai_pmo_kernel_common_core as _common
+
+for _name, _value in vars(_common).items():
+    if not _name.startswith("__"):
+        globals()[_name] = _value
+
+
+class KernelIntentResolveMixin:
+    async def _resolve_intent(
+        self,
+        *,
+        message_text: str,
+        session: Optional[ConversationSession],
+        world_model: dict[str, Any],
+    ) -> tuple[CanonicalIntent, str]:
+        if self._is_short_confirmation_message(
+            message_text=message_text,
+            session=session,
+        ) and session is not None:
+            inherited = self._build_short_confirm_intent(
+                message_text=message_text,
+                session=session,
+                world_model=world_model,
+            )
+            logger.info(
+                "ai_pmo_short_confirm_inherited",
+                tenant_id=self.tenant_id,
+                sender=str(getattr(session, "sender", "") or ""),
+                inherited_from=str(getattr(session, "last_intent", "") or ""),
+                inherited_intent=str(inherited.name or ""),
+                project_id=_safe_int(getattr(session, "current_project_id", None)) or _safe_int(world_model.get("resolved_project_id")),
+            )
+            return inherited, "session_inherited"
+
+        # 模型唯一入口：不再使用规则/正则意图分流。
+        if not self._intent_llm_enabled():
+            raise RuntimeError("intent_model_only_mode_requires_llm_enabled")
+
+        llm_intent = await self._resolve_intent_with_llm(
+            message_text=message_text,
+            session=session,
+            world_model=world_model,
+            rule_intent=None,
+        )
+        if llm_intent is None:
+            raise RuntimeError("intent_model_only_no_valid_llm_intent")
+        return llm_intent, "llm_only"
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_rules.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_rules.py
similarity index 71%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_rules.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_rules.py
index 273df9b0..36d430db 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_rules.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/intent/ai_pmo_kernel_mixins_intent_rules.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
@@ -10,6 +10,42 @@ for _name, _value in vars(_common).items():
 
 
 class KernelIntentRulesMixin:
+    CONTEXTUAL_CONFIRM_HINTS = (
+        "来吧",
+        "那就",
+        "就这么办",
+        "就按这个",
+        "可以",
+        "好的",
+        "不错",
+        "开始吧",
+        "行",
+        "没问题",
+        "同意",
+        "确认",
+    )
+    CONTEXTUAL_DEICTIC_HINTS = (
+        "这个",
+        "这个项目",
+        "这条",
+        "它",
+        "按这个",
+        "照这个",
+    )
+    CONTEXTUAL_WRITE_ACTION_HINTS = (
+        "创建",
+        "新建",
+        "新增",
+        "增加",
+        "添加",
+        "执行",
+        "开始",
+        "继续处理",
+        "继续执行",
+        "推进",
+        "落地",
+    )
+
     @staticmethod
     def _intent_llm_enabled() -> bool:
         return _env_bool("AI_PMO_INTENT_LLM_ENABLED", True)
@@ -57,6 +93,80 @@ class KernelIntentRulesMixin:
         metadata = intent.metadata if isinstance(intent.metadata, dict) else {}
         return bool(metadata.get("fallback")) and str(metadata.get("reason") or "") == "default_query_fallback"
 
+    @staticmethod
+    def _has_question_structure(*, normalized: str) -> bool:
+        if not normalized:
+            return False
+        return (
+            "?" in normalized
+            or "？" in normalized
+            or any(token in normalized for token in ("怎么", "如何", "为何", "为什么", "是什么", "有哪些", "吗", "呢", "是否", "是不是"))
+        )
+
+    @classmethod
+    def _looks_like_contextual_write_confirmation(cls, *, message_text: str) -> bool:
+        normalized = re.sub(r"\s+", "", str(message_text or "")).lower()
+        if not normalized:
+            return False
+        if cls._has_question_structure(normalized=normalized):
+            return False
+        has_write_action = any(token in normalized for token in cls.CONTEXTUAL_WRITE_ACTION_HINTS)
+        if not has_write_action:
+            return False
+        has_confirm = any(token in normalized for token in cls.CONTEXTUAL_CONFIRM_HINTS)
+        has_deictic = any(token in normalized for token in cls.CONTEXTUAL_DEICTIC_HINTS)
+        return has_confirm or has_deictic
+
+    def _recover_session_followup_write_intent(
+        self,
+        *,
+        message_text: str,
+        session: Optional[ConversationSession],
+        world_model: dict[str, Any],
+        rule_intent: CanonicalIntent,
+    ) -> Optional[CanonicalIntent]:
+        if session is None:
+            return None
+        if rule_intent.name != INTENT_QUERY:
+            return None
+        if not self._within_recent_window(
+            getattr(session, "last_active_at", None),
+            window_seconds=SESSION_SHORT_CONFIRM_WINDOW_SECONDS,
+        ):
+            return None
+        if not (self._is_default_rule_query(rule_intent) or float(rule_intent.confidence or 0.0) <= 0.7):
+            return None
+        if not self._looks_like_contextual_write_confirmation(message_text=message_text):
+            return None
+
+        inherited_name = str(getattr(session, "last_intent", "") or "").strip()
+        inherited_text = str(getattr(session, "last_message_text", "") or "").strip()
+        if inherited_name not in WRITE_INTENTS and inherited_text:
+            inherited_project_id = _safe_int(getattr(session, "current_project_id", None))
+            inferred = self.intent_resolver.resolve(text=inherited_text, project_id=inherited_project_id)
+            if inferred.name in WRITE_INTENTS:
+                inherited_name = inferred.name
+
+        if inherited_name not in WRITE_INTENTS:
+            return None
+
+        project_id = _safe_int(getattr(session, "current_project_id", None)) or _safe_int(world_model.get("resolved_project_id"))
+        if project_id is not None and int(project_id) <= 0:
+            project_id = None
+
+        canonical_text = inherited_text or message_text
+        return self._build_canonical_intent(
+            intent_name=inherited_name,
+            message_text=canonical_text,
+            project_id=project_id,
+            confidence=0.84,
+            metadata={
+                "context_source": "session_write_recovered",
+                "inherited_from_intent": str(getattr(session, "last_intent", "") or "").strip(),
+                "trigger_message": re.sub(r"\s+", " ", str(message_text or "")).strip()[:120],
+            },
+        )
+
     @staticmethod
     def _has_required_slots(*, intent: CanonicalIntent, message_text: str) -> tuple[bool, dict[str, Any]]:
         if intent.name != INTENT_PROJECT_CREATE:
diff --git a/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/world_model/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/world_model/__init__.py
new file mode 100644
index 00000000..04db0d45
--- /dev/null
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/world_model/__init__.py
@@ -0,0 +1 @@
+"""World-model-oriented kernel mixins."""
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model_session.py b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/world_model/ai_pmo_kernel_mixins_world_model_session.py
similarity index 98%
rename from backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model_session.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel/mixins/world_model/ai_pmo_kernel_mixins_world_model_session.py
index d4d9de5c..cbe121b4 100644
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_world_model_session.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel/mixins/world_model/ai_pmo_kernel_mixins_world_model_session.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from .. import ai_pmo_kernel_common_core as _common
+from .... import ai_pmo_kernel_common_core as _common
 
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
diff --git a/backend/app/services/ai_pmo_kernel_common_core/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_common_core/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_common_core/__init__.py
diff --git a/backend/app/services/ai_pmo_kernel_common_core/constants.py b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/constants.py
similarity index 94%
rename from backend/app/services/ai_pmo_kernel_common_core/constants.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_common_core/constants.py
index 1ea320da..b891b50e 100644
--- a/backend/app/services/ai_pmo_kernel_common_core/constants.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/constants.py
@@ -52,9 +52,9 @@ POLICY_GATE_RULES: tuple[tuple[str, tuple[str, ...]], ...] = (
 BOOL_TRUE_VALUES = {"1", "true", "yes", "y", "on", "是"}
 SESSION_PROJECT_INHERIT_WINDOW_SECONDS = 30 * 60
 INTENT_LLM_TIMEOUT_DEFAULT_SECONDS = 30.0
-INTENT_LLM_TIMEOUT_COMPLEX_DEFAULT_SECONDS = 30.0
-INTENT_LLM_TIMEOUT_FALLBACK_DEFAULT_SECONDS = 35.0
-INTENT_LLM_TOTAL_BUDGET_DEFAULT_SECONDS = 55.0
+INTENT_LLM_TIMEOUT_COMPLEX_DEFAULT_SECONDS = 55.0
+INTENT_LLM_TIMEOUT_FALLBACK_DEFAULT_SECONDS = 45.0
+INTENT_LLM_TOTAL_BUDGET_DEFAULT_SECONDS = 70.0
 INTENT_LLM_STAGE2_CONFIDENCE_DEFAULT = 0.72
 INTENT_LLM_STAGE2_MIN_REMAINING_DEFAULT_SECONDS = 12.0
 
diff --git a/backend/app/services/ai_pmo_kernel_common_core/env.py b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/env.py
similarity index 95%
rename from backend/app/services/ai_pmo_kernel_common_core/env.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_common_core/env.py
index 9c87a897..17274eb3 100644
--- a/backend/app/services/ai_pmo_kernel_common_core/env.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/env.py
@@ -48,7 +48,7 @@ def intent_llm_timeout_seconds(*, function_name: str) -> float:
     else:
         default_timeout = INTENT_LLM_TIMEOUT_DEFAULT_SECONDS
         configured = env_float("AI_PMO_INTENT_LLM_TIMEOUT_SECONDS", default_timeout)
-    return min(max(float(configured), 12.0), 120.0)
+    return min(max(float(configured), 12.0), 300.0)
 
 
 def intent_llm_total_budget_seconds() -> float:
@@ -56,7 +56,7 @@ def intent_llm_total_budget_seconds() -> float:
         "AI_PMO_INTENT_LLM_TOTAL_BUDGET_SECONDS",
         INTENT_LLM_TOTAL_BUDGET_DEFAULT_SECONDS,
     )
-    return min(max(float(configured), 20.0), 120.0)
+    return min(max(float(configured), 20.0), 300.0)
 
 
 def intent_llm_stage2_confidence_threshold() -> float:
diff --git a/backend/app/services/ai_pmo_kernel_common_core/helpers.py b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/helpers.py
similarity index 97%
rename from backend/app/services/ai_pmo_kernel_common_core/helpers.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_common_core/helpers.py
index 023869fa..017d0dfd 100644
--- a/backend/app/services/ai_pmo_kernel_common_core/helpers.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/helpers.py
@@ -108,3 +108,6 @@ def _normalize_signal_id_list(value: Any) -> list[int]:
         seen.add(signal_id)
         ids.append(signal_id)
     return ids
+
+
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/ai_pmo_kernel_common_core/imports.py b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/imports.py
similarity index 84%
rename from backend/app/services/ai_pmo_kernel_common_core/imports.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_common_core/imports.py
index 0e3e7c78..fa2bc2cf 100644
--- a/backend/app/services/ai_pmo_kernel_common_core/imports.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_common_core/imports.py
@@ -15,12 +15,12 @@ from sqlalchemy import and_, func, or_, select
 from sqlalchemy.exc import IntegrityError
 from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker
 
-from ...config.ai_prompts import (
+from ....config.ai_prompts import (
     PROMPT_AI_PMO_INTENT_CLASSIFICATION,
     PROMPT_AI_PMO_SIGNAL_BATCH_ANALYSIS,
 )
-from ...core.logging import get_logger
-from ...models import (
+from ....core.logging import get_logger
+from ....models import (
     AIProcessingLog,
     Budget,
     ConversationSession,
@@ -46,7 +46,7 @@ from ...models import (
     UserWorkload,
     WorkItem,
 )
-from ...schemas.world_model import (
+from ....schemas.world_model import (
     BlockedTask,
     BudgetSummary,
     CapacityItem,
@@ -61,8 +61,8 @@ from ...schemas.world_model import (
     TaskSummary,
     WorldModel,
 )
-from ...utils.timezone import now_cn_naive
-from ..adaptive_rag_service import AdaptiveRAGService
+from ....utils.timezone import now_cn_naive
+from ...adaptive_rag_service import AdaptiveRAGService
 from ..ai_pmo_kernel import (
     build_decision_trace,
     gate_execution as kernel_gate_execution,
@@ -123,11 +123,11 @@ from ..ai_pmo_kernel.ai_pmo_reply_renderer import ReplyRenderer
 from ..ai_pmo_kernel.ai_pmo_review_service import AIPMOReviewService
 from ..ai_pmo_kernel.ai_pmo_typed_executor import TypedExecutor
 from ..ai_pmo_kernel.ai_pmo_workflow_runtime import ContextAssembler, WorkflowRegistry
-from ..ai_steward_service import AIStewardService
-from ..context_cache_service import ContextCacheService
-from ..llm_service import llm_service
-from ..model_context_bundle import ModelContextBundleService
-from ..notification_service import NotificationService
-from ..signal_planner import SignalPlannerService
+from ...ai_steward_service import AIStewardService
+from ...context_cache_service import ContextCacheService
+from ...llm_service import llm_service
+from ...model.model_context_bundle import ModelContextBundleService
+from ...notification_service import NotificationService
+from ...signal.signal_planner import SignalPlannerService
 
 logger = get_logger(__name__)
diff --git a/backend/app/services/ai_pmo_kernel_ingress_flow/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_ingress_flow/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/__init__.py
diff --git a/backend/app/services/ai_pmo_kernel_ingress_flow/mixin_auto.py b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_auto.py
similarity index 79%
rename from backend/app/services/ai_pmo_kernel_ingress_flow/mixin_auto.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_auto.py
index e29fb2b6..293a0ee9 100644
--- a/backend/app/services/ai_pmo_kernel_ingress_flow/mixin_auto.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_auto.py
@@ -106,6 +106,17 @@ class KernelIngressFlowAutoMixin:
             },
             execution_result=execution_result,
         )
+        capacity_warning_text = self._build_capacity_warning_text(
+            policy=decision_payload["policy"] if isinstance(decision_payload.get("policy"), dict) else {},
+            world_model=world_model,
+            execution_result=execution_result if isinstance(execution_result, dict) else {},
+        )
+        if capacity_warning_text:
+            base_text = str(render.get("text") or "").strip()
+            render["text"] = f"{base_text}\n\n{capacity_warning_text}" if base_text else capacity_warning_text
+            payload = render.get("payload")
+            if isinstance(payload, dict):
+                payload["capacity_warning_text"] = capacity_warning_text
         work_item.reply_template_key = str(render["template_key"])
         direct_reply_required = await self._claim_reply_receipt(
             work_item_id=int(work_item.id),
@@ -185,3 +196,41 @@ class KernelIngressFlowAutoMixin:
         log_perf_fn("_build_capture_result", stage_started_at)
         return capture_result
 
+    @staticmethod
+    def _build_capacity_warning_text(
+        *,
+        policy: dict[str, Any],
+        world_model: dict[str, Any],
+        execution_result: dict[str, Any],
+    ) -> Optional[str]:
+        warning = policy.get("capacity_warning") if isinstance(policy.get("capacity_warning"), dict) else {}
+        if not bool(warning.get("enabled")):
+            return None
+
+        project_name = "当前项目"
+        world_project = world_model.get("project") if isinstance(world_model.get("project"), dict) else {}
+        execution_project = execution_result.get("project") if isinstance(execution_result.get("project"), dict) else {}
+        for source in (world_project, execution_project):
+            candidate = str(source.get("title") or source.get("name") or "").strip()
+            if candidate:
+                project_name = candidate
+                break
+
+        peak_ratio = 0.0
+        try:
+            peak_ratio = float(warning.get("peak_ratio") or 0.0)
+        except (TypeError, ValueError):
+            peak_ratio = 0.0
+        peak_percent = max(0.0, peak_ratio * 100.0)
+        if abs(peak_percent - round(peak_percent)) < 0.05:
+            percent_text = f"{int(round(peak_percent))}%"
+        else:
+            percent_text = f"{peak_percent:.1f}%"
+
+        return (
+            "⚠ 产能提示：\n"
+            f"当前{project_name}团队负载已达{percent_text}\n"
+            "建议：\n"
+            "· 为项目增加成员\n"
+            "· 或调整现有任务优先级"
+        )
diff --git a/backend/app/services/ai_pmo_kernel_ingress_flow/mixin_entry.py b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_entry.py
similarity index 73%
rename from backend/app/services/ai_pmo_kernel_ingress_flow/mixin_entry.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_entry.py
index 309a03f8..39f873c1 100644
--- a/backend/app/services/ai_pmo_kernel_ingress_flow/mixin_entry.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_entry.py
@@ -3,6 +3,89 @@ from __future__ import annotations
 from .shared import *
 
 class KernelIngressFlowEntryMixin:
+    _MIXED_HINT_CONNECTORS = ("顺便", "另外", "同时", "并且", "还有", "再问")
+    _MIXED_HINT_QUESTION = ("?", "？", "问下", "多少", "几个", "进展", "状态", "吗", "呢", "如何", "怎么", "有没有")
+    _MIXED_HINT_REQUIREMENT = ("创建", "新建", "新增", "安排", "执行", "处理", "接入", "录入", "添加")
+
+    @classmethod
+    def _looks_like_mixed_candidate(cls, *, text: str) -> bool:
+        normalized = re.sub(r"\s+", "", str(text or "")).lower()
+        if not normalized:
+            return False
+        has_question = any(token in normalized for token in cls._MIXED_HINT_QUESTION)
+        has_requirement = any(token in normalized for token in cls._MIXED_HINT_REQUIREMENT)
+        if not (has_question and has_requirement):
+            return False
+        if any(token in normalized for token in cls._MIXED_HINT_CONNECTORS):
+            return True
+        return "问" in normalized and "创建" in normalized
+
+    @staticmethod
+    def _supports_mixed_sidecar(*, source_system: str) -> bool:
+        return str(source_system or "").strip().lower() in {"feishu", "pmflow_manual", "ai_pmo_ui"}
+
+    async def _prepare_mixed_sidecar_context(
+        self,
+        *,
+        source_system: str,
+        source_message_id: str,
+        channel_ref: Optional[str],
+        message_text: str,
+        project_hint_id: Optional[int],
+    ) -> tuple[str, dict[str, Any]]:
+        if not self._supports_mixed_sidecar(source_system=source_system):
+            return str(message_text or "").strip(), {}
+        if not self._looks_like_mixed_candidate(text=message_text):
+            return str(message_text or "").strip(), {}
+
+        rag_service = AdaptiveRAGService(self.db, tenant_id=self.tenant_id)
+        try:
+            intent_result = await rag_service.classify_intent(str(message_text or "").strip())
+        except Exception as exc:
+            logger.warning(
+                "ai_pmo_mixed_precheck_failed",
+                tenant_id=self.tenant_id,
+                source_system=source_system,
+                error=str(exc),
+            )
+            return str(message_text or "").strip(), {}
+
+        intent_label = str(intent_result.get("intent") or "").strip().lower()
+        if intent_label != "mixed":
+            return str(message_text or "").strip(), {}
+
+        question_part = str(intent_result.get("question_part") or "").strip() or str(message_text or "").strip()
+        signal_part = str(intent_result.get("statement_part") or "").strip() or str(message_text or "").strip()
+        sidecar_answer = ""
+        try:
+            rag_result = await rag_service.answer_question(
+                question=question_part,
+                asked_by=None,
+                asked_via=source_system,
+                project_id=project_hint_id,
+                source_chat_id=channel_ref,
+                conversation_key=source_message_id,
+                message_intent="mixed",
+                mixed_signal_part=signal_part,
+            )
+            sidecar_answer = str(rag_result.get("answer") or "").strip()
+        except Exception as exc:
+            logger.warning(
+                "ai_pmo_mixed_sidecar_answer_failed",
+                tenant_id=self.tenant_id,
+                source_system=source_system,
+                error=str(exc),
+            )
+
+        mixed_meta: dict[str, Any] = {
+            "mixed_intent": True,
+            "mixed_question_part": question_part[:500],
+            "mixed_signal_part": signal_part[:800],
+        }
+        if sidecar_answer:
+            mixed_meta["mixed_sidecar_reply"] = sidecar_answer[:3200]
+        return signal_part, mixed_meta
+
     async def process_feishu_message(
         self,
         *,
@@ -70,6 +153,18 @@ class KernelIngressFlowEntryMixin:
         operator = ingress_prepare["operator"]
         work_item = ingress_prepare["work_item"]
         session = ingress_prepare["session"]
+        mixed_meta: dict[str, Any] = {}
+        if not self._is_short_confirmation_message(
+            message_text=clean_text,
+            session=session,
+        ):
+            clean_text, mixed_meta = await self._prepare_mixed_sidecar_context(
+                source_system=source_system,
+                source_message_id=synthetic_message_id,
+                channel_ref=channel_ref,
+                message_text=clean_text,
+                project_hint_id=project_hint_id,
+            )
         perf_work_item_id = int(work_item.id)
         try:
             stage_started_at = time.perf_counter()
@@ -93,18 +188,11 @@ class KernelIngressFlowEntryMixin:
                 message_text=clean_text,
                 closure_payload=closure_payload,
             )
-            if intent.name in WRITE_INTENTS and IntentResolver._looks_like_negated_write_statement(text=clean_text):
-                metadata = dict(intent.metadata or {})
-                metadata["guard_reason"] = "negated_write_statement"
-                metadata["guarded_from_intent"] = intent.name
-                intent = CanonicalIntent(
-                    INTENT_QUERY,
-                    max(float(intent.confidence or 0.0), 0.9),
-                    intent.project_id,
-                    "",
-                    clean_text[:300],
-                    metadata,
-                )
+            if mixed_meta:
+                intent.metadata = {
+                    **(intent.metadata or {}),
+                    **mixed_meta,
+                }
             workflow_route = self.route_resolver.from_canonical(
                 canonical_intent=intent,
                 message_text=clean_text,
@@ -129,10 +217,7 @@ class KernelIngressFlowEntryMixin:
                 world_model["context_source"] = intent_context_source
             work_item.context_snapshot = world_model
             resolved_project_for_session = _safe_int(workflow_route.project_id) or _safe_int(world_model.get("resolved_project_id"))
-            fallback_intent = self.intent_resolver.resolve(
-                text=clean_text,
-                project_id=_safe_int(world_model.get("resolved_project_id")),
-            )
+            fallback_intent = intent
             if intent.name == INTENT_IGNORE:
                 return await self._finalize_ignored_ingress(
                     work_item=work_item,
@@ -273,4 +358,3 @@ class KernelIngressFlowEntryMixin:
                 error=str(exc),
             )
             return {"handled": False, "reason": "kernel_exception", "error": str(exc)}
-
diff --git a/backend/app/services/ai_pmo_kernel_ingress_flow/mixin_prepare_manual.py b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_prepare_manual.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_ingress_flow/mixin_prepare_manual.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/mixin_prepare_manual.py
diff --git a/backend/app/services/ai_pmo_kernel_ingress_flow/service.py b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/service.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_ingress_flow/service.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/service.py
diff --git a/backend/app/services/ai_pmo_kernel_ingress_flow/shared.py b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/shared.py
similarity index 78%
rename from backend/app/services/ai_pmo_kernel_ingress_flow/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/shared.py
index 2b68a92a..8d1de1e5 100644
--- a/backend/app/services/ai_pmo_kernel_ingress_flow/shared.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_ingress_flow/shared.py
@@ -9,3 +9,5 @@ for _name, _value in vars(_common).items():
         globals()[_name] = _value
 
 
+__all__ = [name for name in globals() if not name.startswith("__")]
+
diff --git a/backend/app/services/ai_pmo_kernel_world_model_aggregates/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_aggregates/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/__init__.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_aggregates/mixin_basics.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/mixin_basics.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_aggregates/mixin_basics.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/mixin_basics.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_aggregates/mixin_project.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/mixin_project.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_aggregates/mixin_project.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/mixin_project.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_aggregates/service.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/service.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_aggregates/service.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/service.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_aggregates/shared.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/shared.py
similarity index 79%
rename from backend/app/services/ai_pmo_kernel_world_model_aggregates/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/shared.py
index 90514154..b2ad655c 100644
--- a/backend/app/services/ai_pmo_kernel_world_model_aggregates/shared.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_aggregates/shared.py
@@ -7,3 +7,6 @@ from .. import ai_pmo_kernel_common_core as _common
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
         globals()[_name] = _value
+
+
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/ai_pmo_kernel_world_model_core/__init__.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_core/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/__init__.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_core/mixin_builder.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/mixin_builder.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_core/mixin_builder.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/mixin_builder.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_core/mixin_cache.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/mixin_cache.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_core/mixin_cache.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/mixin_cache.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_core/mixin_project.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/mixin_project.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_core/mixin_project.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/mixin_project.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_core/service.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/service.py
similarity index 100%
rename from backend/app/services/ai_pmo_kernel_world_model_core/service.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/service.py
diff --git a/backend/app/services/ai_pmo_kernel_world_model_core/shared.py b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/shared.py
similarity index 78%
rename from backend/app/services/ai_pmo_kernel_world_model_core/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/shared.py
index e404b302..df3098ab 100644
--- a/backend/app/services/ai_pmo_kernel_world_model_core/shared.py
+++ b/backend/app/services/ai_pmo/ai_pmo_kernel_world_model_core/shared.py
@@ -7,3 +7,6 @@ from .. import ai_pmo_kernel_common_core as _common
 for _name, _value in vars(_common).items():
     if not _name.startswith("__"):
         globals()[_name] = _value
+
+
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/ai_pmo_typed_executor_discovery/__init__.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_discovery/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/__init__.py
diff --git a/backend/app/services/ai_pmo_typed_executor_discovery/mixin_analysis.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/mixin_analysis.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_discovery/mixin_analysis.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/mixin_analysis.py
diff --git a/backend/app/services/ai_pmo_typed_executor_discovery/mixin_context.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/mixin_context.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_discovery/mixin_context.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/mixin_context.py
diff --git a/backend/app/services/ai_pmo_typed_executor_discovery/mixin_discover.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/mixin_discover.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_discovery/mixin_discover.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/mixin_discover.py
diff --git a/backend/app/services/ai_pmo_typed_executor_discovery/service.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/service.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_discovery/service.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/service.py
diff --git a/backend/app/services/ai_pmo_typed_executor_discovery/shared.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/shared.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_discovery/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_discovery/shared.py
diff --git a/backend/app/services/ai_pmo_typed_executor_execute/__init__.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/__init__.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_execute/__init__.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/__init__.py
diff --git a/backend/app/services/ai_pmo_typed_executor_execute/mixin_execute_query_project.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_execute_query_project.py
similarity index 97%
rename from backend/app/services/ai_pmo_typed_executor_execute/mixin_execute_query_project.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_execute_query_project.py
index 3c8e1791..c9db5e67 100644
--- a/backend/app/services/ai_pmo_typed_executor_execute/mixin_execute_query_project.py
+++ b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_execute_query_project.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 from .shared import *  # noqa: F401, F403
+from ...adaptive_rag_service import AdaptiveRAGService
 
 
 class ExecuteQueryProjectMixin:
diff --git a/backend/app/services/ai_pmo_typed_executor_execute/mixin_execute_signal_create.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_execute_signal_create.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_execute/mixin_execute_signal_create.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_execute_signal_create.py
diff --git a/backend/app/services/ai_pmo_typed_executor_execute/mixin_execute_signal_source.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_execute_signal_source.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_execute/mixin_execute_signal_source.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_execute_signal_source.py
diff --git a/backend/app/services/ai_pmo_typed_executor_execute/mixin_helpers.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_helpers.py
similarity index 98%
rename from backend/app/services/ai_pmo_typed_executor_execute/mixin_helpers.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_helpers.py
index f9f63a4c..de5b88c2 100644
--- a/backend/app/services/ai_pmo_typed_executor_execute/mixin_helpers.py
+++ b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/mixin_helpers.py
@@ -24,8 +24,7 @@ class ExecuteHelpersMixin:
             reason = reason[len(marker) :].strip()
         if not reason:
             reason = "unknown_error"
-        message = f"{marker}{reason}"
-        return message if "请稍后重试" in message else f"{message}。请稍后重试。"
+        return f"{marker}{reason}"
 
     @staticmethod
     def _build_signal_title_refine_error_message(error: Exception) -> str:
diff --git a/backend/app/services/ai_pmo_typed_executor_execute/service.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/service.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_execute/service.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/service.py
diff --git a/backend/app/services/ai_pmo_typed_executor_execute/shared.py b/backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/shared.py
similarity index 100%
rename from backend/app/services/ai_pmo_typed_executor_execute/shared.py
rename to backend/app/services/ai_pmo/ai_pmo_typed_executor_execute/shared.py
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup.py b/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup.py
deleted file mode 100644
index facc70ef..00000000
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_followup.py
+++ /dev/null
@@ -1,19 +0,0 @@
-"""AI PMO kernel followup mixin composition."""
-
-from __future__ import annotations
-
-from .ai_pmo_kernel_mixins_followup_project_signal import KernelFollowupProjectSignalMixin
-from .ai_pmo_kernel_mixins_followup_records import KernelFollowupRecordsMixin
-from .ai_pmo_kernel_mixins_followup_routing import KernelFollowupRoutingMixin
-from .ai_pmo_kernel_mixins_followup_verification import KernelFollowupVerificationMixin
-
-
-class KernelFollowupMixin(
-    KernelFollowupRecordsMixin,
-    KernelFollowupRoutingMixin,
-    KernelFollowupProjectSignalMixin,
-    KernelFollowupVerificationMixin,
-):
-    """Compose followup concerns into a single kernel mixin."""
-
-    pass
diff --git a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_resolve.py b/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_resolve.py
deleted file mode 100644
index 5bebf3d4..00000000
--- a/backend/app/services/ai_pmo_kernel/ai_pmo_kernel_mixins_intent_resolve.py
+++ /dev/null
@@ -1,66 +0,0 @@
-"""AI PMO kernel intent resolve mixin."""
-
-from __future__ import annotations
-
-from .. import ai_pmo_kernel_common_core as _common
-
-for _name, _value in vars(_common).items():
-    if not _name.startswith("__"):
-        globals()[_name] = _value
-
-
-class KernelIntentResolveMixin:
-    async def _resolve_intent(
-        self,
-        *,
-        message_text: str,
-        session: Optional[ConversationSession],
-        world_model: dict[str, Any],
-    ) -> tuple[CanonicalIntent, str]:
-        project_id = _safe_int(world_model.get("resolved_project_id"))
-        raw_rule_intent = self.intent_resolver.resolve(text=message_text, project_id=project_id)
-        rule_intent = self._apply_slot_guard(intent=raw_rule_intent, message_text=message_text)
-        # 查询/噪音场景优先走规则意图，避免额外触发 LLM 分类链路导致不必要失败重试。
-        if rule_intent.name in {INTENT_QUERY, INTENT_IGNORE} and float(rule_intent.confidence or 0.0) >= 0.85:
-            return rule_intent, "rule_preferred"
-        if self._is_short_confirmation_message(message_text=message_text, session=session):
-            if session is None:
-                return rule_intent, "rule_fallback"
-            return (
-                self._build_short_confirm_intent(
-                    message_text=message_text,
-                    session=session,
-                    world_model=world_model,
-                ),
-                "session_inherited",
-            )
-
-        # 默认规则优先：仅在规则低置信/默认兜底时才触发 LLM。
-        if not self._intent_llm_enabled():
-            return rule_intent, "rule_fallback"
-        if not self._should_invoke_llm_last_resort(rule_intent=rule_intent):
-            return rule_intent, "rule_preferred"
-
-        llm_intent = await self._resolve_intent_with_llm(
-            message_text=message_text,
-            session=session,
-            world_model=world_model,
-            rule_intent=rule_intent,
-        )
-        if llm_intent is not None:
-            if self._intent_arbitration_enabled():
-                selected_intent, source = self._arbitrate_intent(
-                    rule_intent=rule_intent,
-                    llm_intent=llm_intent,
-                    message_text=message_text,
-                )
-            else:
-                selected_intent, source = llm_intent, "llm"
-            return self._apply_slot_guard(intent=selected_intent, message_text=message_text), source
-        logger.info(
-            "ai_pmo_intent_rule_fallback",
-            tenant_id=self.tenant_id,
-            reason="intent_llm_empty_or_failed_or_timeout",
-        )
-        return rule_intent, "rule_fallback"
-
diff --git a/backend/app/services/ai_service_core/mixin_business_tasks.py b/backend/app/services/ai_service_core/mixin_business_tasks.py
index 91f129eb..767b1c28 100644
--- a/backend/app/services/ai_service_core/mixin_business_tasks.py
+++ b/backend/app/services/ai_service_core/mixin_business_tasks.py
@@ -3,6 +3,69 @@ from __future__ import annotations
 from .shared import *
 
 class AIServiceBusinessTasksMixin:
+    @staticmethod
+    def _default_available_skills() -> list[str]:
+        return [
+            "Python",
+            "TypeScript",
+            "FastAPI",
+            "React",
+            "SQLAlchemy",
+            "LangChain",
+            "LLM调优",
+            "RAG构建",
+            "向量数据库",
+            "Ollama",
+            "Docker",
+            "Git",
+        ]
+
+    async def _resolve_available_skills_text(
+        self,
+        *,
+        db: Optional[AsyncSession],
+        tenant_id: int,
+    ) -> str:
+        from ...models import SkillTag
+
+        async def _query_skill_names(session: AsyncSession) -> list[str]:
+            rows = (
+                await session.execute(
+                    select(SkillTag.name)
+                    .where(SkillTag.tenant_id == int(tenant_id))
+                    .order_by(SkillTag.sort_order.asc(), SkillTag.name.asc())
+                )
+            ).scalars().all()
+            names: list[str] = []
+            seen: set[str] = set()
+            for raw in rows:
+                name = str(raw or "").strip()
+                if not name:
+                    continue
+                lower_name = name.lower()
+                if lower_name in seen:
+                    continue
+                seen.add(lower_name)
+                names.append(name)
+            return names
+
+        names: list[str] = []
+        if db is not None and hasattr(db, "execute"):
+            try:
+                names = await _query_skill_names(db)
+            except Exception:
+                names = []
+        else:
+            async with AsyncSessionLocal() as session:
+                try:
+                    names = await _query_skill_names(session)
+                except Exception:
+                    names = []
+
+        if not names:
+            names = self._default_available_skills()
+        return ", ".join(names)
+
     async def generate_charter_from_signal(
         self,
         signal_content: str,
@@ -30,9 +93,15 @@ class AIServiceBusinessTasksMixin:
         from ...config.ai_prompts import PROMPT_DECOMPOSE_TASKS
 
         tid = _t2s(tenant_id)
+        tenant_id_int = _tenant_to_int(tenant_id)
+        available_skills = await self._resolve_available_skills_text(
+            db=db,
+            tenant_id=tenant_id_int,
+        )
         prompt = PROMPT_DECOMPOSE_TASKS.format(
             charter_content=charter_content,
             project_id=_t2s(project_id),
+            available_skills=available_skills,
         )
         text = await self._invoke_with_retry(
             prompt, db=db, tenant_id=tid, function_name="decompose_tasks_from_charter",
@@ -62,4 +131,3 @@ class AIServiceBusinessTasksMixin:
             prompt, db=db, tenant_id=tid, function_name="recommend_assignees_for_task",
         )
         return self._parse_json(text)
-
diff --git a/backend/app/services/context_cache_service/shared.py b/backend/app/services/context_cache_service/shared.py
index 5fbb98ba..394c734a 100644
--- a/backend/app/services/context_cache_service/shared.py
+++ b/backend/app/services/context_cache_service/shared.py
@@ -52,3 +52,5 @@ def _json_loads(raw: Optional[str], default: Any) -> Any:
     except Exception:
         return default
 
+
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/integrations/__init__.py b/backend/app/services/integrations/__init__.py
new file mode 100644
index 00000000..4e1dd006
--- /dev/null
+++ b/backend/app/services/integrations/__init__.py
@@ -0,0 +1 @@
+"""Integrations domain service namespace."""
diff --git a/backend/app/services/feishu_integration_service/__init__.py b/backend/app/services/integrations/feishu_integration_service/__init__.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/__init__.py
rename to backend/app/services/integrations/feishu_integration_service/__init__.py
diff --git a/backend/app/services/feishu_integration_service/mixin_config.py b/backend/app/services/integrations/feishu_integration_service/mixin_config.py
similarity index 98%
rename from backend/app/services/feishu_integration_service/mixin_config.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_config.py
index 2233f993..0f080c31 100644
--- a/backend/app/services/feishu_integration_service/mixin_config.py
+++ b/backend/app/services/integrations/feishu_integration_service/mixin_config.py
@@ -30,7 +30,7 @@ class FeishuConfigMixin:
     @staticmethod
     async def _notify_outbox_ready(db: AsyncSession, *, outbox_id: Optional[int]) -> None:
         """仅在 PostgreSQL 下发送 outbox ready 事件。"""
-        if not FeishuIntegrationService._is_postgresql_session(db):
+        if not FeishuConfigMixin._is_postgresql_session(db):
             return
         try:
             payload = str(int(outbox_id))[:64] if outbox_id is not None else ""
@@ -154,4 +154,3 @@ class FeishuConfigMixin:
                 'code': 1,
                 'msg': str(e)
             }
-
diff --git a/backend/app/services/feishu_integration_service/mixin_message_payload.py b/backend/app/services/integrations/feishu_integration_service/mixin_message_payload.py
similarity index 96%
rename from backend/app/services/feishu_integration_service/mixin_message_payload.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_message_payload.py
index f21fc3db..e94c4d17 100644
--- a/backend/app/services/feishu_integration_service/mixin_message_payload.py
+++ b/backend/app/services/integrations/feishu_integration_service/mixin_message_payload.py
@@ -3,6 +3,16 @@ from __future__ import annotations
 from .shared import *
 
 class FeishuMessagePayloadMixin:
+    @staticmethod
+    def _strip_bot_mention_tokens(text: Optional[str]) -> str:
+        raw = str(text or "")
+        if not raw.strip():
+            return ""
+        normalized = re.sub(r"<at[^>]*>[^<]*</at>", " ", raw, flags=re.IGNORECASE)
+        normalized = re.sub(r"@(?:pmflow|_user_1)\b", " ", normalized, flags=re.IGNORECASE)
+        normalized = re.sub(r"\s+", " ", normalized).strip()
+        return normalized
+
     @staticmethod
     def _build_attachment_placeholder_text(attachments: List[Dict[str, Any]]) -> str:
         if not attachments:
@@ -256,4 +266,3 @@ class FeishuMessagePayloadMixin:
                 await self.db.rollback()
             except Exception:
                 pass
-
diff --git a/backend/app/services/feishu_integration_service/mixin_receive.py b/backend/app/services/integrations/feishu_integration_service/mixin_receive.py
similarity index 96%
rename from backend/app/services/feishu_integration_service/mixin_receive.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_receive.py
index fa286c27..27d1f788 100644
--- a/backend/app/services/feishu_integration_service/mixin_receive.py
+++ b/backend/app/services/integrations/feishu_integration_service/mixin_receive.py
@@ -37,7 +37,12 @@ class FeishuReceiveMixin:
 
         # 解析消息内容与附件元数据
         message_payload = self._extract_message_payload(event)
-        message_content = str(message_payload.get("text") or "").strip() or None
+        raw_message_content = str(message_payload.get("text") or "").strip() or None
+        message_content = (
+            self._strip_bot_mention_tokens(raw_message_content)
+            if raw_message_content
+            else ""
+        ).strip() or None
         message_attachments = (
             message_payload.get("attachments")
             if isinstance(message_payload.get("attachments"), list)
@@ -48,7 +53,7 @@ class FeishuReceiveMixin:
             trace_id=state_trace_id,
             message_id=message_id,
             event=event,
-            message_content=message_content or "",
+            message_content=raw_message_content or "",
         )
         if not message_content:
             print(
@@ -210,4 +215,3 @@ class FeishuReceiveMixin:
                 'scene': scene,
             },
         }
-
diff --git a/backend/app/services/feishu_integration_service/mixin_receive_routing.py b/backend/app/services/integrations/feishu_integration_service/mixin_receive_routing.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/mixin_receive_routing.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_receive_routing.py
diff --git a/backend/app/services/feishu_integration_service/mixin_reply_guard.py b/backend/app/services/integrations/feishu_integration_service/mixin_reply_guard.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/mixin_reply_guard.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_reply_guard.py
diff --git a/backend/app/services/feishu_integration_service/mixin_reply_llm_core.py b/backend/app/services/integrations/feishu_integration_service/mixin_reply_llm_core.py
similarity index 88%
rename from backend/app/services/feishu_integration_service/mixin_reply_llm_core.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_reply_llm_core.py
index 9b2a56bc..13583294 100644
--- a/backend/app/services/feishu_integration_service/mixin_reply_llm_core.py
+++ b/backend/app/services/integrations/feishu_integration_service/mixin_reply_llm_core.py
@@ -96,6 +96,7 @@ class FeishuReplyLLMCoreMixin:
                 max_tokens=180,
             )
             reply_text = self._clean_reply_text(raw_reply)
+            reply_text = self._strip_leading_thinking_paragraphs(reply_text)
             if not self._is_capability_question(message_content):
                 reply_text = self._strip_identity_lead(reply_text)
             if (not reply_text) or self._looks_like_provider_error(reply_text):
@@ -128,6 +129,40 @@ class FeishuReplyLLMCoreMixin:
             text = text[4:].strip()
         return text[:500]
 
+    @staticmethod
+    def _strip_leading_thinking_paragraphs(reply_text: str) -> str:
+        text = str(reply_text or "").strip()
+        if not text:
+            return ""
+
+        # Prefer paragraph blocks; fall back to per-line blocks when needed.
+        paragraphs = [chunk.strip() for chunk in re.split(r"\n\s*\n", text) if str(chunk).strip()]
+        if len(paragraphs) <= 1:
+            lines = [line.strip() for line in text.splitlines() if str(line).strip()]
+            if len(lines) > 1:
+                paragraphs = lines
+
+        thinking_prefixes = (
+            "让我先",
+            "让我尝试",
+            "我来看看",
+            "我先查",
+            "让我看看",
+            "我需要先",
+        )
+
+        first_clean_idx: Optional[int] = None
+        for idx, paragraph in enumerate(paragraphs):
+            normalized = re.sub(r'^[\s>"\'“”‘’「」【】\(\)\[\]\-—:：、\d\.]+', "", paragraph).strip()
+            if any(normalized.startswith(prefix) for prefix in thinking_prefixes):
+                continue
+            first_clean_idx = idx
+            break
+
+        if first_clean_idx is None:
+            return ""
+        return "\n\n".join(paragraphs[first_clean_idx:]).strip()[:500]
+
     @staticmethod
     def _is_capability_question(message_content: Optional[str]) -> bool:
         normalized = re.sub(r"\s+", "", str(message_content or "").lower())
@@ -256,4 +291,3 @@ class FeishuReplyLLMCoreMixin:
             f"我这边当前北京时间是 {today_text}。"
             "如果你的界面显示不一致，优先检查设备时区和飞书客户端缓存。"
         )
-
diff --git a/backend/app/services/feishu_integration_service/mixin_reply_outbox.py b/backend/app/services/integrations/feishu_integration_service/mixin_reply_outbox.py
similarity index 99%
rename from backend/app/services/feishu_integration_service/mixin_reply_outbox.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_reply_outbox.py
index 84955b9b..33513502 100644
--- a/backend/app/services/feishu_integration_service/mixin_reply_outbox.py
+++ b/backend/app/services/integrations/feishu_integration_service/mixin_reply_outbox.py
@@ -227,7 +227,7 @@ class FeishuReplyOutboxMixin:
         send_error: Optional[str] = None
         try:
             async with AsyncSessionLocal() as db_send:
-                service = FeishuIntegrationService(db_send)
+                service = cls(db_send)
                 await service.load_config(tenant_id=int(claimed.get("tenant_id") or 1))
                 await service.send_message_to_group(
                     chat_id=str(claimed.get("chat_id") or ""),
@@ -294,4 +294,3 @@ class FeishuReplyOutboxMixin:
             return None
         raw = f"{source}{body}".encode("utf-8")
         return hashlib.md5(raw, usedforsecurity=False).hexdigest()
-
diff --git a/backend/app/services/feishu_integration_service/mixin_reply_templates.py b/backend/app/services/integrations/feishu_integration_service/mixin_reply_templates.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/mixin_reply_templates.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_reply_templates.py
diff --git a/backend/app/services/feishu_integration_service/mixin_sender_resolution.py b/backend/app/services/integrations/feishu_integration_service/mixin_sender_resolution.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/mixin_sender_resolution.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_sender_resolution.py
diff --git a/backend/app/services/feishu_integration_service/mixin_trace.py b/backend/app/services/integrations/feishu_integration_service/mixin_trace.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/mixin_trace.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_trace.py
diff --git a/backend/app/services/feishu_integration_service/mixin_transport.py b/backend/app/services/integrations/feishu_integration_service/mixin_transport.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/mixin_transport.py
rename to backend/app/services/integrations/feishu_integration_service/mixin_transport.py
diff --git a/backend/app/services/feishu_integration_service/service.py b/backend/app/services/integrations/feishu_integration_service/service.py
similarity index 100%
rename from backend/app/services/feishu_integration_service/service.py
rename to backend/app/services/integrations/feishu_integration_service/service.py
diff --git a/backend/app/services/feishu_integration_service/shared.py b/backend/app/services/integrations/feishu_integration_service/shared.py
similarity index 72%
rename from backend/app/services/feishu_integration_service/shared.py
rename to backend/app/services/integrations/feishu_integration_service/shared.py
index de2debec..088890a8 100644
--- a/backend/app/services/feishu_integration_service/shared.py
+++ b/backend/app/services/integrations/feishu_integration_service/shared.py
@@ -28,7 +28,7 @@ from sqlalchemy.exc import IntegrityError
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.future import select
 
-from ...models import (
+from ....models import (
     User,
     Project,
     Signal,
@@ -37,13 +37,13 @@ from ...models import (
     FeishuReplyOutbox,
     AIProcessingLog,
 )
-from ...core.database import AsyncSessionLocal
-from ...config.ai_prompts import PROMPT_FEISHU_HUMANIZED_REPLY
-from ..notification_service import NotificationService
-from ..signal_capture_service import ProactiveSignalCaptureService
-from ..llm_service import LLMService
+from ....core.database import AsyncSessionLocal
+from ....config.ai_prompts import PROMPT_FEISHU_HUMANIZED_REPLY
+from ...notification_service import NotificationService
+from ...signal.signal_capture_service import ProactiveSignalCaptureService
+from ...llm_service import LLMService
 
-from ...utils.timezone import now_cn_naive
+from ....utils.timezone import now_cn_naive
 CN_TZ = timezone(timedelta(hours=8))
 WEEKDAY_CN = ["周一", "周二", "周三", "周四", "周五", "周六", "周日"]
 OUTBOX_MAX_ATTEMPTS = 3
@@ -51,3 +51,4 @@ OUTBOX_STALE_SENDING_SECONDS = 120
 _OUTBOX_PERF_T0_BY_ID: dict[int, float] = {}
 
 
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/feishu_long_connection_core/__init__.py b/backend/app/services/integrations/feishu_long_connection_core/__init__.py
similarity index 100%
rename from backend/app/services/feishu_long_connection_core/__init__.py
rename to backend/app/services/integrations/feishu_long_connection_core/__init__.py
diff --git a/backend/app/services/feishu_long_connection_core/manager.py b/backend/app/services/integrations/feishu_long_connection_core/manager.py
similarity index 100%
rename from backend/app/services/feishu_long_connection_core/manager.py
rename to backend/app/services/integrations/feishu_long_connection_core/manager.py
diff --git a/backend/app/services/feishu_long_connection_core/mixin_lifecycle.py b/backend/app/services/integrations/feishu_long_connection_core/mixin_lifecycle.py
similarity index 100%
rename from backend/app/services/feishu_long_connection_core/mixin_lifecycle.py
rename to backend/app/services/integrations/feishu_long_connection_core/mixin_lifecycle.py
diff --git a/backend/app/services/feishu_long_connection_core/mixin_lifecycle_connection.py b/backend/app/services/integrations/feishu_long_connection_core/mixin_lifecycle_connection.py
similarity index 100%
rename from backend/app/services/feishu_long_connection_core/mixin_lifecycle_connection.py
rename to backend/app/services/integrations/feishu_long_connection_core/mixin_lifecycle_connection.py
diff --git a/backend/app/services/feishu_long_connection_core/mixin_lifecycle_control.py b/backend/app/services/integrations/feishu_long_connection_core/mixin_lifecycle_control.py
similarity index 100%
rename from backend/app/services/feishu_long_connection_core/mixin_lifecycle_control.py
rename to backend/app/services/integrations/feishu_long_connection_core/mixin_lifecycle_control.py
diff --git a/backend/app/services/feishu_long_connection_core/mixin_runtime.py b/backend/app/services/integrations/feishu_long_connection_core/mixin_runtime.py
similarity index 100%
rename from backend/app/services/feishu_long_connection_core/mixin_runtime.py
rename to backend/app/services/integrations/feishu_long_connection_core/mixin_runtime.py
diff --git a/backend/app/services/feishu_long_connection_core/registry.py b/backend/app/services/integrations/feishu_long_connection_core/registry.py
similarity index 100%
rename from backend/app/services/feishu_long_connection_core/registry.py
rename to backend/app/services/integrations/feishu_long_connection_core/registry.py
diff --git a/backend/app/services/feishu_long_connection_core/shared.py b/backend/app/services/integrations/feishu_long_connection_core/shared.py
similarity index 88%
rename from backend/app/services/feishu_long_connection_core/shared.py
rename to backend/app/services/integrations/feishu_long_connection_core/shared.py
index 2b51ff21..47428364 100644
--- a/backend/app/services/feishu_long_connection_core/shared.py
+++ b/backend/app/services/integrations/feishu_long_connection_core/shared.py
@@ -14,9 +14,9 @@ from typing import Any, Optional
 from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker
 from sqlalchemy.future import select
 
-from ...core.logging import get_logger
-from ...models import Integration
-from ...utils.timezone import CN_TZ, now_cn_aware
+from ....core.logging import get_logger
+from ....models import Integration
+from ....utils.timezone import CN_TZ, now_cn_aware
 from ..feishu_integration_service import FeishuIntegrationService
 
 logger = get_logger(__name__)
diff --git a/backend/app/services/feishu_outbox/__init__.py b/backend/app/services/integrations/feishu_outbox/__init__.py
similarity index 100%
rename from backend/app/services/feishu_outbox/__init__.py
rename to backend/app/services/integrations/feishu_outbox/__init__.py
diff --git a/backend/app/services/feishu_outbox/service.py b/backend/app/services/integrations/feishu_outbox/service.py
similarity index 98%
rename from backend/app/services/feishu_outbox/service.py
rename to backend/app/services/integrations/feishu_outbox/service.py
index 37d3a7a4..7a3614c9 100644
--- a/backend/app/services/feishu_outbox/service.py
+++ b/backend/app/services/integrations/feishu_outbox/service.py
@@ -9,7 +9,7 @@ from sqlalchemy import and_, select
 from sqlalchemy.exc import IntegrityError
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import FeishuReplyOutbox
+from ....models import FeishuReplyOutbox
 
 
 class FeishuOutboxService:
diff --git a/backend/app/services/feishu_signal_pipeline/__init__.py b/backend/app/services/integrations/feishu_signal_pipeline/__init__.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/__init__.py
rename to backend/app/services/integrations/feishu_signal_pipeline/__init__.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_command_commit_project.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_command_commit_project.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_command_commit_project.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_command_commit_project.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_command_commit_task.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_command_commit_task.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_command_commit_task.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_command_commit_task.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_command_exec_core.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_command_exec_core.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_command_exec_core.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_command_exec_core.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_context_prefill_a.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_context_prefill_a.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_context_prefill_a.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_context_prefill_a.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_context_prefill_b.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_context_prefill_b.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_context_prefill_b.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_context_prefill_b.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_core_base.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_core_base.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_core_base.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_core_base.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_extraction.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_extraction.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_extraction.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_extraction.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_followup_a.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_followup_a.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_followup_a.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_followup_a.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_followup_b.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_followup_b.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_followup_b.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_followup_b.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_gate_dispatch.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_gate_dispatch.py
similarity index 94%
rename from backend/app/services/feishu_signal_pipeline/mixin_gate_dispatch.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_gate_dispatch.py
index 8bd01f23..b5327f73 100644
--- a/backend/app/services/feishu_signal_pipeline/mixin_gate_dispatch.py
+++ b/backend/app/services/integrations/feishu_signal_pipeline/mixin_gate_dispatch.py
@@ -156,8 +156,19 @@ class FeishuPipelineGateDispatchMixin:
                 source_sender_open_id=source_sender_open_id,
                 sender=sender,
             )
+            intent_result: dict[str, Any] = {}
+            try:
+                intent_result = await rag_service.classify_intent(message)
+            except Exception:
+                intent_result = {}
+            mixed_intent = str(intent_result.get("intent") or "").strip().lower() == "mixed"
+            if mixed_intent:
+                # mixed 消息不能在 intent_gate.query 提前结束，交给默认链路完成“问答+需求入库”双轨处理。
+                return None
+
+            rag_question = str(intent_result.get("question_part") or "").strip() or message
             rag_result = await rag_service.answer_question(
-                question=message,
+                question=rag_question,
                 asked_by=None,
                 asked_via="feishu",
                 project_id=inferred_project_id,
@@ -267,4 +278,3 @@ class FeishuPipelineGateDispatchMixin:
                 db_mutations=self._summarize_db_mutations(command_capture),
             )
         return None
-
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_gate_project.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_gate_project.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_gate_project.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_gate_project.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_gate_task.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_gate_task.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_gate_task.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_gate_task.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_intent_gate_core.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_intent_gate_core.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_intent_gate_core.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_intent_gate_core.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_intent_support.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_intent_support.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_intent_support.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_intent_support.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_item_finalize_routing.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_item_finalize_routing.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_item_finalize_routing.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_item_finalize_routing.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_item_processing.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_item_processing.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_item_processing.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_item_processing.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_lookup_and_block.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_lookup_and_block.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_lookup_and_block.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_lookup_and_block.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_message_utils_a.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_message_utils_a.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_message_utils_a.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_message_utils_a.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_message_utils_b.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_message_utils_b.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_message_utils_b.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_message_utils_b.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_persistence_lookup.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_persistence_lookup.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_persistence_lookup.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_persistence_lookup.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_process_message_core.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_core.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_process_message_core.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_core.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_process_message_default.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_default.py
similarity index 78%
rename from backend/app/services/feishu_signal_pipeline/mixin_process_message_default.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_default.py
index 15ae83c4..723f04a8 100644
--- a/backend/app/services/feishu_signal_pipeline/mixin_process_message_default.py
+++ b/backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_default.py
@@ -34,23 +34,45 @@ class FeishuPipelineProcessMessageDefaultMixin:
         rag_question_part = message
 
         if self._is_obvious_question(message):
-            rag_result = await rag_service.answer_question(
-                question=rag_question_part,
-                asked_by=None,
-                asked_via="feishu",
-                project_id=inferred_project_id,
-                source_chat_id=source_chat_id,
-                conversation_key=conversation_key,
-            )
-            if self._is_requirement_like_question(message):
-                sidecar_rag_result = rag_result
-                intent_for_response = "question_requirement"
-                message = self._convert_requirement_question_to_signal_text(
-                    message=message,
-                    fallback_content=message_content,
+            intent_result: dict[str, Any] = {}
+            try:
+                intent_result = await rag_service.classify_intent(message)
+            except Exception:
+                intent_result = {}
+            intent = str(intent_result.get("intent") or "question").lower()
+            rag_question_part = str(intent_result.get("question_part") or "").strip() or message
+            rag_statement_part = str(intent_result.get("statement_part") or "").strip()
+            if intent == "mixed" or self._is_requirement_like_question(message):
+                mixed_signal_part = (
+                    rag_statement_part
+                    or self._convert_requirement_question_to_signal_text(
+                        message=message,
+                        fallback_content=message_content,
+                    )
                 )
+                mixed_rag_result = await rag_service.answer_question(
+                    question=rag_question_part,
+                    asked_by=None,
+                    asked_via="feishu",
+                    project_id=inferred_project_id,
+                    source_chat_id=source_chat_id,
+                    conversation_key=conversation_key,
+                    message_intent="mixed",
+                    mixed_signal_part=mixed_signal_part,
+                )
+                sidecar_rag_result = mixed_rag_result
+                intent_for_response = "question_requirement"
+                message = mixed_signal_part
                 force_signal_fastpath = True
             else:
+                rag_result = await rag_service.answer_question(
+                    question=rag_question_part,
+                    asked_by=None,
+                    asked_via="feishu",
+                    project_id=inferred_project_id,
+                    source_chat_id=source_chat_id,
+                    conversation_key=conversation_key,
+                )
                 return await self._finalize_direct_qa_capture_result(
                     message=message,
                     rag_result=rag_result,
@@ -69,23 +91,37 @@ class FeishuPipelineProcessMessageDefaultMixin:
             rag_statement_part = str(intent_result.get("statement_part") or "").strip()
 
             if intent == "question":
-                rag_result = await rag_service.answer_question(
-                    question=rag_question_part,
-                    asked_by=None,
-                    asked_via="feishu",
-                    project_id=inferred_project_id,
-                    source_chat_id=source_chat_id,
-                    conversation_key=conversation_key,
-                )
                 if self._is_requirement_like_question(message):
-                    sidecar_rag_result = rag_result
-                    intent_for_response = "question_requirement"
-                    message = self._convert_requirement_question_to_signal_text(
-                        message=message,
-                        fallback_content=message_content,
+                    mixed_signal_part = (
+                        rag_statement_part
+                        or self._convert_requirement_question_to_signal_text(
+                            message=message,
+                            fallback_content=message_content,
+                        )
                     )
+                    mixed_rag_result = await rag_service.answer_question(
+                        question=rag_question_part,
+                        asked_by=None,
+                        asked_via="feishu",
+                        project_id=inferred_project_id,
+                        source_chat_id=source_chat_id,
+                        conversation_key=conversation_key,
+                        message_intent="mixed",
+                        mixed_signal_part=mixed_signal_part,
+                    )
+                    sidecar_rag_result = mixed_rag_result
+                    intent_for_response = "question_requirement"
+                    message = mixed_signal_part
                     force_signal_fastpath = True
                 else:
+                    rag_result = await rag_service.answer_question(
+                        question=rag_question_part,
+                        asked_by=None,
+                        asked_via="feishu",
+                        project_id=inferred_project_id,
+                        source_chat_id=source_chat_id,
+                        conversation_key=conversation_key,
+                    )
                     return await self._finalize_direct_qa_capture_result(
                         message=message,
                         rag_result=rag_result,
@@ -98,6 +134,13 @@ class FeishuPipelineProcessMessageDefaultMixin:
                     )
 
             if intent == "mixed":
+                mixed_signal_part = (
+                    rag_statement_part
+                    or self._convert_requirement_question_to_signal_text(
+                        message=message,
+                        fallback_content=message_content,
+                    )
+                )
                 mixed_rag_result = await rag_service.answer_question(
                     question=rag_question_part,
                     asked_by=None,
@@ -105,9 +148,10 @@ class FeishuPipelineProcessMessageDefaultMixin:
                     project_id=inferred_project_id,
                     source_chat_id=source_chat_id,
                     conversation_key=conversation_key,
+                    message_intent="mixed",
+                    mixed_signal_part=mixed_signal_part,
                 )
-                if rag_statement_part:
-                    message = rag_statement_part
+                message = mixed_signal_part
                 sidecar_rag_result = mixed_rag_result
 
         try:
@@ -253,4 +297,3 @@ class FeishuPipelineProcessMessageDefaultMixin:
                 process_started_at=process_started_at,
             )
             raise
-
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_process_message_helpers_a.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_helpers_a.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_process_message_helpers_a.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_helpers_a.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_process_message_helpers_b.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_helpers_b.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_process_message_helpers_b.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_process_message_helpers_b.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_queue_confirm_undo.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_queue_confirm_undo.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_queue_confirm_undo.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_queue_confirm_undo.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_queue_read_write.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_queue_read_write.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_queue_read_write.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_queue_read_write.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_routing_notify.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_routing_notify.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_routing_notify.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_routing_notify.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_serialization.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_serialization.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_serialization.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_serialization.py
diff --git a/backend/app/services/feishu_signal_pipeline/mixin_task_command_queue.py b/backend/app/services/integrations/feishu_signal_pipeline/mixin_task_command_queue.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/mixin_task_command_queue.py
rename to backend/app/services/integrations/feishu_signal_pipeline/mixin_task_command_queue.py
diff --git a/backend/app/services/feishu_signal_pipeline/service.py b/backend/app/services/integrations/feishu_signal_pipeline/service.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/service.py
rename to backend/app/services/integrations/feishu_signal_pipeline/service.py
diff --git a/backend/app/services/feishu_signal_pipeline/shared.py b/backend/app/services/integrations/feishu_signal_pipeline/shared.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/shared.py
rename to backend/app/services/integrations/feishu_signal_pipeline/shared.py
diff --git a/backend/app/services/feishu_signal_pipeline/shared_core.py b/backend/app/services/integrations/feishu_signal_pipeline/shared_core.py
similarity index 91%
rename from backend/app/services/feishu_signal_pipeline/shared_core.py
rename to backend/app/services/integrations/feishu_signal_pipeline/shared_core.py
index 2e434a65..32ced794 100644
--- a/backend/app/services/feishu_signal_pipeline/shared_core.py
+++ b/backend/app/services/integrations/feishu_signal_pipeline/shared_core.py
@@ -14,13 +14,13 @@ from sqlalchemy import and_, delete, func, or_, select, text
 from sqlalchemy.exc import IntegrityError
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...config.ai_prompts import (
+from ....config.ai_prompts import (
     PROMPT_FEISHU_LEVEL_CLASSIFICATION,
     PROMPT_FEISHU_PROJECT_PREFILL,
     PROMPT_FEISHU_SIGNAL_EXTRACTION,
 )
-from ...core.logging import get_logger
-from ...models import (
+from ....core.logging import get_logger
+from ....models import (
     FeishuItem,
     AIProcessingLog,
     FeishuReplyOutbox,
@@ -33,27 +33,27 @@ from ...models import (
     TruthNode,
     User,
 )
-from ..llm_service import LLMService
-from ..adaptive_rag_service import AdaptiveRAGService
-from ..ai_pmo_kernel import (
+from ...llm_service import LLMService
+from ...adaptive_rag_service import AdaptiveRAGService
+from ...ai_pmo.ai_pmo_kernel import (
     build_decision_trace,
     gate_execution as kernel_gate_execution,
     resolve_correction as kernel_resolve_correction,
 )
-from ..context_cache_service import context_cache_service
-from ..notification_service import NotificationService
-from ..operation_log_service import log_operation
-from ...utils.project_command_utils import (
+from ...context_cache_service import context_cache_service
+from ...notification_service import NotificationService
+from ...operation_log_service import log_operation
+from ....utils.project_command_utils import (
     extract_project_create_description,
     extract_project_create_title,
     normalize_project_title_candidate,
 )
-from ..sstc_service_core import ALIGNED_STATUSES
-from ..task_persistence_core import build_task_create_draft, persist_task
-from ...utils.project_members import ensure_project_default_members
-from ...utils.sequence import ensure_project_id_sequence
+from ...sstc_service_core import ALIGNED_STATUSES
+from ...task_persistence_core import build_task_create_draft, persist_task
+from ....utils.project_members import ensure_project_default_members
+from ....utils.sequence import ensure_project_id_sequence
 
-from ...utils.timezone import CN_TZ, now_cn_aware
+from ....utils.timezone import CN_TZ, now_cn_aware
 logger = get_logger(__name__)
 
 PROJECT_PRIORITY_ORDER = {
@@ -214,4 +214,3 @@ DEFAULT_SIGNAL_AUTO_ENTER_THRESHOLD = 0.80
 DEFAULT_PROJECT_AUTO_CREATE_THRESHOLD = 0.85
 DEFAULT_PROJECT_UNCERTAIN_THRESHOLD = 0.60
 
-
diff --git a/backend/app/services/feishu_signal_pipeline/shared_schema_utils.py b/backend/app/services/integrations/feishu_signal_pipeline/shared_schema_utils.py
similarity index 100%
rename from backend/app/services/feishu_signal_pipeline/shared_schema_utils.py
rename to backend/app/services/integrations/feishu_signal_pipeline/shared_schema_utils.py
diff --git a/backend/app/services/integration_core/__init__.py b/backend/app/services/integrations/integration_core/__init__.py
similarity index 100%
rename from backend/app/services/integration_core/__init__.py
rename to backend/app/services/integrations/integration_core/__init__.py
diff --git a/backend/app/services/integration_core/lark_service.py b/backend/app/services/integrations/integration_core/lark_service.py
similarity index 100%
rename from backend/app/services/integration_core/lark_service.py
rename to backend/app/services/integrations/integration_core/lark_service.py
diff --git a/backend/app/services/integration_core/mixin_clients.py b/backend/app/services/integrations/integration_core/mixin_clients.py
similarity index 100%
rename from backend/app/services/integration_core/mixin_clients.py
rename to backend/app/services/integrations/integration_core/mixin_clients.py
diff --git a/backend/app/services/integration_core/mixin_health.py b/backend/app/services/integrations/integration_core/mixin_health.py
similarity index 100%
rename from backend/app/services/integration_core/mixin_health.py
rename to backend/app/services/integrations/integration_core/mixin_health.py
diff --git a/backend/app/services/integration_core/mixin_lifecycle.py b/backend/app/services/integrations/integration_core/mixin_lifecycle.py
similarity index 100%
rename from backend/app/services/integration_core/mixin_lifecycle.py
rename to backend/app/services/integrations/integration_core/mixin_lifecycle.py
diff --git a/backend/app/services/integration_core/mixin_sync.py b/backend/app/services/integrations/integration_core/mixin_sync.py
similarity index 98%
rename from backend/app/services/integration_core/mixin_sync.py
rename to backend/app/services/integrations/integration_core/mixin_sync.py
index ae524d50..53ea9b58 100644
--- a/backend/app/services/integration_core/mixin_sync.py
+++ b/backend/app/services/integrations/integration_core/mixin_sync.py
@@ -89,7 +89,7 @@ class IntegrationSyncMixin:
             health.latency_ms = latency
 
             if self.event_bus:
-                from ...core.events import Event, EventType
+                from ....core.events import Event, EventType
 
                 await self.event_bus.publish(
                     Event(
@@ -112,7 +112,7 @@ class IntegrationSyncMixin:
             await self._record_failure(integration_type, str(exc))
 
             if self.event_bus:
-                from ...core.events import Event, EventType
+                from ....core.events import Event, EventType
 
                 await self.event_bus.publish(
                     Event(
diff --git a/backend/app/services/integration_core/plane_service.py b/backend/app/services/integrations/integration_core/plane_service.py
similarity index 100%
rename from backend/app/services/integration_core/plane_service.py
rename to backend/app/services/integrations/integration_core/plane_service.py
diff --git a/backend/app/services/integration_core/registry.py b/backend/app/services/integrations/integration_core/registry.py
similarity index 100%
rename from backend/app/services/integration_core/registry.py
rename to backend/app/services/integrations/integration_core/registry.py
diff --git a/backend/app/services/integration_core/schemas.py b/backend/app/services/integrations/integration_core/schemas.py
similarity index 100%
rename from backend/app/services/integration_core/schemas.py
rename to backend/app/services/integrations/integration_core/schemas.py
diff --git a/backend/app/services/integration_core/service.py b/backend/app/services/integrations/integration_core/service.py
similarity index 100%
rename from backend/app/services/integration_core/service.py
rename to backend/app/services/integrations/integration_core/service.py
diff --git a/backend/app/services/integration_core/shared.py b/backend/app/services/integrations/integration_core/shared.py
similarity index 92%
rename from backend/app/services/integration_core/shared.py
rename to backend/app/services/integrations/integration_core/shared.py
index e8df83dc..10bb0eca 100644
--- a/backend/app/services/integration_core/shared.py
+++ b/backend/app/services/integrations/integration_core/shared.py
@@ -11,7 +11,7 @@ from typing import Any, Dict, List, Optional
 import httpx
 from pydantic import BaseModel, Field
 
-from ...utils.timezone import now_cn_naive
+from ....utils.timezone import now_cn_naive
 
 logger = logging.getLogger(__name__)
 
diff --git a/backend/app/services/wecom/__init__.py b/backend/app/services/integrations/wecom/__init__.py
similarity index 100%
rename from backend/app/services/wecom/__init__.py
rename to backend/app/services/integrations/wecom/__init__.py
diff --git a/backend/app/services/wecom/service.py b/backend/app/services/integrations/wecom/service.py
similarity index 98%
rename from backend/app/services/wecom/service.py
rename to backend/app/services/integrations/wecom/service.py
index 62500eff..27ce94d9 100644
--- a/backend/app/services/wecom/service.py
+++ b/backend/app/services/integrations/wecom/service.py
@@ -20,10 +20,10 @@ from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.future import select
 from sqlalchemy import text
 
-from ...models import (
+from ....models import (
     Signal, Project, Integration
 )
-from ..signal_capture_service import ProactiveSignalCaptureService
+from ...signal.signal_capture_service import ProactiveSignalCaptureService
 
 
 class WeChatWorkIntegrationService:
diff --git a/backend/app/services/llm_service/mixin_cache_circuit.py b/backend/app/services/llm_service/mixin_cache_circuit.py
index fcd65fdc..3eeca44b 100644
--- a/backend/app/services/llm_service/mixin_cache_circuit.py
+++ b/backend/app/services/llm_service/mixin_cache_circuit.py
@@ -3,6 +3,8 @@ from __future__ import annotations
 from .shared import *
 
 class LLMCacheCircuitMixin:
+    _provider_circuit_state: dict[str, dict[str, Any]] = {}
+
     def __init__(self) -> None:
         self.request_timeout = float(os.getenv("LLM_REQUEST_TIMEOUT", "45"))
         self.redis_url = os.getenv("REDIS_URL")
@@ -160,4 +162,3 @@ class LLMCacheCircuitMixin:
             "last_error": str(exc)[:240],
             "updated_at_monotonic": now,
         }
-
diff --git a/backend/app/services/llm_service/mixin_chat_openai.py b/backend/app/services/llm_service/mixin_chat_openai.py
index b7f78b65..86b36495 100644
--- a/backend/app/services/llm_service/mixin_chat_openai.py
+++ b/backend/app/services/llm_service/mixin_chat_openai.py
@@ -2,7 +2,31 @@ from __future__ import annotations
 
 from .shared import *
 
+
+class LLMEmptyContentError(ValueError):
+    """Raised when the model still returns empty content after one forced retry."""
+
+
 class LLMChatOpenAIMixin:
+    @staticmethod
+    def _append_direct_answer_retry_instruction(messages: list[dict[str, str]]) -> None:
+        retry_instruction = "请直接输出答案"
+        for idx in range(len(messages) - 1, -1, -1):
+            row = messages[idx]
+            if not isinstance(row, dict):
+                continue
+            role = str(row.get("role") or "").strip().lower()
+            if role != "user":
+                continue
+            original = str(row.get("content") or "").strip()
+            if retry_instruction in original:
+                return
+            patched = dict(row)
+            patched["content"] = f"{original}\n\n{retry_instruction}" if original else retry_instruction
+            messages[idx] = patched
+            return
+        messages.append({"role": "user", "content": retry_instruction})
+
     async def _chat_completion_via_openai_compatible(
         self,
         *,
@@ -28,9 +52,10 @@ class LLMChatOpenAIMixin:
             "Content-Type": "application/json",
         }
         current_max_tokens = max(int(max_tokens or 0), 1)
-        empty_content_retry_budget = 1
-        http_status_retry_budget = 2
+        http_status_retry_budget = self._http_status_retry_budget_for_function(function_label)
         http_status_retry_attempt = 0
+        use_json_response_format = bool(structured_output)
+        direct_answer_retry_used = False
         while True:
             payload = {
                 "model": model,
@@ -38,6 +63,8 @@ class LLMChatOpenAIMixin:
                 "temperature": temperature,
                 "max_tokens": current_max_tokens,
             }
+            if use_json_response_format:
+                payload["response_format"] = {"type": "json_object"}
             if is_openclaw_gateway_request:
                 payload["agents"] = {
                     "defaults": {
@@ -89,6 +116,19 @@ class LLMChatOpenAIMixin:
                         http_status_retry_attempt += 1
                         await asyncio.sleep(retry_delay)
                         continue
+                    if use_json_response_format and status_code in {400, 422}:
+                        lower_preview = body_preview.lower()
+                        if "response_format" in lower_preview or "json_object" in lower_preview or "json schema" in lower_preview:
+                            _runtime_log(
+                                "LLM",
+                                (
+                                    "结构化参数降级重试："
+                                    f"function={function_label}, provider={provider_name}, model={model}, "
+                                    f"status={status_code}"
+                                ),
+                            )
+                            use_json_response_format = False
+                            continue
                     resp.raise_for_status()
                 data = resp.json()
             choices = data.get("choices") or []
@@ -102,27 +142,7 @@ class LLMChatOpenAIMixin:
                 response=data,
                 structured_output=structured_output,
             )
-            if (
-                not text
-                and not structured_output
-                and self._reasoning_content_fallback_enabled(function_name=function_label)
-            ):
-                fallback_text = self._extract_reasoning_fallback_text(
-                    message=message,
-                    choice=first_choice,
-                    response=data,
-                )
-                if fallback_text:
-                    text = fallback_text
-                    _runtime_log(
-                        "LLM",
-                        (
-                            "空content回退reasoning_content："
-                            f"function={function_label}, provider={provider_name}, model={model}, "
-                            f"text_len={len(text)}"
-                        ),
-                    )
-            if text or structured_output:
+            if text:
                 break
 
             msg_keys = list(message.keys()) if isinstance(message, dict) else []
@@ -132,33 +152,23 @@ class LLMChatOpenAIMixin:
                 choice_preview = json.dumps(first_choice, ensure_ascii=False)[:300]
             except Exception:
                 choice_preview = str(first_choice)[:300]
-            empty_error = ValueError(
+            empty_error = LLMEmptyContentError(
                 "LLM 返回空内容: "
                 f"message_keys={msg_keys}, choice_keys={choice_keys}, choice_preview={choice_preview}"
             )
-            can_retry_empty = (
-                empty_content_retry_budget > 0
-                and self._should_retry_empty_chat_response(
-                    structured_output=structured_output,
-                    message=message,
-                    choice=first_choice,
-                    current_max_tokens=current_max_tokens,
+            if not direct_answer_retry_used:
+                direct_answer_retry_used = True
+                self._append_direct_answer_retry_instruction(messages)
+                _runtime_log(
+                    "LLM",
+                    (
+                        "空content定向重试："
+                        f"function={function_label}, provider={provider_name}, model={model}, "
+                        "retry_with=请直接输出答案"
+                    ),
                 )
-            )
-            if not can_retry_empty:
-                raise empty_error
-
-            empty_content_retry_budget -= 1
-            next_max_tokens = self._next_retry_max_tokens_for_empty_chat(current_max_tokens)
-            _runtime_log(
-                "LLM",
-                (
-                    "空内容提额重试："
-                    f"function={function_label}, provider={provider_name}, model={model}, "
-                    f"max_tokens={current_max_tokens}->{next_max_tokens}"
-                ),
-            )
-            current_max_tokens = next_max_tokens
+                continue
+            raise empty_error
         if _looks_like_openclaw_timeout_message(text):
             elapsed_ms = (time.perf_counter() - request_started_at_perf) * 1000.0
             _runtime_log(
@@ -190,4 +200,3 @@ class LLMChatOpenAIMixin:
                 ),
             )
         return ChatCompletionResult(text=text, raw_response=data)
-
diff --git a/backend/app/services/llm_service/mixin_generate_db_structured.py b/backend/app/services/llm_service/mixin_generate_db_structured.py
index 79f7b8c9..612aec4f 100644
--- a/backend/app/services/llm_service/mixin_generate_db_structured.py
+++ b/backend/app/services/llm_service/mixin_generate_db_structured.py
@@ -97,7 +97,27 @@ class LLMGenerateDbStructuredMixin:
                 ),
             )
             if extraction.payload is None:
-                raise ValueError(str(extraction.error_code or "structured_schema_invalid"))
+                if self._should_attempt_model_repair(function_name):
+                    repaired = await self._repair_structured_payload_with_model(
+                        function_name=function_name,
+                        provider=provider,
+                        model=model,
+                        api_key=str(engine.get("api_key") or ""),
+                        base_url=str(engine.get("base_url") or ""),
+                        system_prompt=prompt_profile.get("system_prompt") or "",
+                        original_prompt=prompt_with_context,
+                        extraction=extraction,
+                        raw_response=completion.raw_response,
+                        fallback_text=completion.text,
+                        max_tokens=max_tokens,
+                    )
+                    if isinstance(repaired, StructuredExtractionResult) and repaired.payload is not None:
+                        extraction = repaired
+                        response_text = repaired.raw_text or response_text
+                    else:
+                        raise ValueError(str(extraction.error_code or "structured_schema_invalid"))
+                else:
+                    raise ValueError(str(extraction.error_code or "structured_schema_invalid"))
             if extraction.payload is not None and cache_key:
                 await self._structured_cache_set(key=cache_key, value=extraction.payload)
             status = extraction.error_code or "success"
@@ -150,3 +170,110 @@ class LLMGenerateDbStructuredMixin:
             except Exception as log_exc:
                 _runtime_log("LLM", f"结构化调用日志写入失败：{log_exc}")
 
+    @staticmethod
+    def _build_structured_schema_hint(function_name: str) -> str:
+        fn = str(function_name or "").strip().lower()
+        schema = STRUCTURED_OBJECT_SCHEMAS.get(fn)
+        if not isinstance(schema, dict):
+            return "{}"
+        schema_hint = {
+            "required_keys": list(schema.get("required_keys") or []),
+            "type_checks": dict(schema.get("type_checks") or {}),
+            "optional_type_checks": dict(schema.get("optional_type_checks") or {}),
+        }
+        return json.dumps(schema_hint, ensure_ascii=False)
+
+    @staticmethod
+    def _should_attempt_model_repair(function_name: str) -> bool:
+        fn = str(function_name or "").strip().lower()
+        if fn in {"classify_intent_ai_pmo_kernel", "classify_intent_complex"}:
+            return _env_bool("LLM_INTENT_STRUCTURED_REPAIR_ENABLED", True)
+        return True
+
+    async def _repair_structured_payload_with_model(
+        self,
+        *,
+        function_name: str,
+        provider: str,
+        model: str,
+        api_key: str,
+        base_url: str,
+        system_prompt: str,
+        original_prompt: str,
+        extraction: StructuredExtractionResult,
+        raw_response: Any,
+        fallback_text: str,
+        max_tokens: int,
+    ) -> Optional[StructuredExtractionResult]:
+        source_text = str(extraction.raw_text or "").strip()
+        if source_text.startswith("[") and source_text.endswith("]"):
+            source_text = ""
+        if not source_text:
+            source_text = str(fallback_text or "").strip()
+        if not source_text:
+            return None
+        schema_hint = self._build_structured_schema_hint(function_name)
+        repair_prompt = (
+            "首字符必须是 {，末字符必须是 }。\n"
+            "你是 JSON 修复器。把模型输出整理为满足目标 schema 的 JSON 对象。\n"
+            f"function_name: {function_name}\n"
+            f"schema_hint_json: {schema_hint}\n"
+            f"original_task_prompt: {str(original_prompt or '')[:2000]}\n"
+            f"model_output: {source_text[:2800]}\n"
+            "要求：\n"
+            "1. 只输出 JSON 对象。\n"
+            "2. 必须包含 required_keys。\n"
+            "3. 若字段缺失，填 null/空字符串/空数组，并保持类型合法。\n"
+            "4. 禁止输出解释、Markdown、代码块。"
+        )
+        try:
+            repair_max_tokens = max(180, min(int(max_tokens or 0), 420))
+            if str(function_name or "").strip().lower() in {"classify_intent_ai_pmo_kernel", "classify_intent_complex"}:
+                repair_max_tokens = min(repair_max_tokens, 220)
+            repair_completion = await self._chat_completion_raw(
+                provider=provider,
+                prompt=repair_prompt,
+                system_prompt=system_prompt,
+                api_key=api_key,
+                base_url=base_url,
+                model=model,
+                temperature=0.0,
+                max_tokens=repair_max_tokens,
+                function_name=function_name,
+                response_mode="fast",
+            )
+        except Exception as exc:
+            _runtime_log(
+                "LLM结构化",
+                (
+                    "模型结构化修复失败："
+                    f"function={function_name}, provider={provider}, model={model}, "
+                    f"error={type(exc).__name__}:{str(exc)[:180]}"
+                ),
+            )
+            return None
+        repair_extraction = self._extract_structured_object_from_response(
+            function_name=function_name,
+            response=repair_completion.raw_response,
+            fallback_text=repair_completion.text,
+            provider=provider,
+            model=model,
+        )
+        if repair_extraction.payload is None:
+            _runtime_log(
+                "LLM结构化",
+                (
+                    "模型结构化修复未产出有效 JSON："
+                    f"function={function_name}, source={repair_extraction.source_field or 'none'}, "
+                    f"error={repair_extraction.error_code or 'unknown'}"
+                ),
+            )
+            return None
+        _runtime_log(
+            "LLM结构化",
+            (
+                f"function={function_name}, structured_source={repair_extraction.source_field or 'none'}, "
+                f"validation={repair_extraction.validation}, fallback=model_repair"
+            ),
+        )
+        return repair_extraction
diff --git a/backend/app/services/llm_service/mixin_guardrails_prompt.py b/backend/app/services/llm_service/mixin_guardrails_prompt.py
index ef1934a7..bf8e08bc 100644
--- a/backend/app/services/llm_service/mixin_guardrails_prompt.py
+++ b/backend/app/services/llm_service/mixin_guardrails_prompt.py
@@ -137,6 +137,43 @@ class LLMGuardrailsPromptMixin:
             configured = OPENCLAW_AGENTS_DEFAULT_TIMEOUT_SECONDS
         return min(configured, OPENCLAW_AGENTS_TIMEOUT_SECONDS_MAX)
 
+    @staticmethod
+    def _http_status_retry_budget_for_function(function_name: str) -> int:
+        fn = str(function_name or "").strip().lower()
+        is_intent_function = fn in {
+            "classify_intent_ai_pmo_kernel",
+            "classify_intent_complex",
+            "intent_structured_runtime_failover",
+        }
+        env_key = "LLM_INTENT_HTTP_RETRY_BUDGET" if is_intent_function else "LLM_HTTP_STATUS_RETRY_BUDGET"
+        default_budget = "0" if is_intent_function else "2"
+        raw = str(os.getenv(env_key, default_budget) or default_budget).strip()
+        try:
+            parsed = int(raw)
+        except Exception:
+            parsed = int(default_budget)
+        return max(0, min(parsed, 3))
+
+    @staticmethod
+    def _empty_chat_retry_budget(*, function_name: str, current_max_tokens: int) -> int:
+        fn = str(function_name or "").strip().lower()
+        current = max(int(current_max_tokens or 0), 1)
+        if current >= 2800:
+            return 0
+        if fn in {"classify_intent_ai_pmo_kernel", "classify_intent_complex"}:
+            raw_budget = str(os.getenv("LLM_INTENT_EMPTY_RETRY_BUDGET", "2") or "2").strip()
+            try:
+                parsed_budget = int(raw_budget)
+            except Exception:
+                parsed_budget = 2
+            return max(0, min(parsed_budget, 3))
+        if fn.startswith("adaptive_rag_answer_"):
+            # RAG 问答在 GLM 系列上经常先返回 reasoning_content，需至少升档两次才能拿到最终 content。
+            return 2
+        if any(token in fn for token in ("qa", "query", "reply")):
+            return 1
+        return 1
+
     @staticmethod
     def _should_retry_empty_chat_response(
         *,
@@ -145,8 +182,6 @@ class LLMGuardrailsPromptMixin:
         choice: Any,
         current_max_tokens: int,
     ) -> bool:
-        if structured_output:
-            return False
         if int(current_max_tokens or 0) >= 2800:
             return False
         finish_reason = str(choice.get("finish_reason") or "").strip().lower() if isinstance(choice, dict) else ""
@@ -178,4 +213,3 @@ class LLMGuardrailsPromptMixin:
         custom_hints = _parse_csv_items(os.getenv("LLM_STRUCTURED_OUTPUT_FUNCTIONS", ""))
         hint_pool = custom_hints or STRUCTURED_OUTPUT_FUNCTION_HINTS
         return any(hint and hint in fn for hint in hint_pool)
-
diff --git a/backend/app/services/llm_service/mixin_openclaw_routing.py b/backend/app/services/llm_service/mixin_openclaw_routing.py
index 65ea6a6f..99232de4 100644
--- a/backend/app/services/llm_service/mixin_openclaw_routing.py
+++ b/backend/app/services/llm_service/mixin_openclaw_routing.py
@@ -7,10 +7,10 @@ class LLMOpenclawRoutingMixin:
         return _env_bool("LLM_MIXED_ROUTING_ENABLED", False)
 
     def _openclaw_routing_enabled(self) -> bool:
-        return False
+        return _env_bool("OPENCLAW_ROUTING_ENABLED", False)
 
     def _openclaw_control_plane_only(self) -> bool:
-        return False
+        return _env_bool("OPENCLAW_CONTROL_PLANE_ONLY", False)
 
     def _ensure_openclaw_control_plane_engine(self, engine: dict[str, Any]) -> dict[str, Any]:
         runtime = dict(engine or {})
@@ -209,4 +209,3 @@ class LLMOpenclawRoutingMixin:
             return default_tier
         # mixed routing 开启时，未知函数默认走 high，避免被 active 引擎“全吞”。
         return "high" if self._mixed_routing_enabled() else "active"
-
diff --git a/backend/app/services/llm_service/mixin_structured_candidates.py b/backend/app/services/llm_service/mixin_structured_candidates.py
index 3a794b11..fda9aef6 100644
--- a/backend/app/services/llm_service/mixin_structured_candidates.py
+++ b/backend/app/services/llm_service/mixin_structured_candidates.py
@@ -9,6 +9,7 @@ class LLMStructuredCandidatesMixin:
         message: Any,
         choice: Any,
         response: Any,
+        include_reasoning: bool = True,
     ) -> list[tuple[str, Any]]:
         candidates: list[tuple[str, Any]] = []
         if isinstance(message, dict):
@@ -22,15 +23,16 @@ class LLMStructuredCandidatesMixin:
             candidates.append(("choice.text", choice.get("text")))
         if isinstance(response, dict):
             candidates.append(("response.output_text", response.get("output_text")))
-        if isinstance(message, dict):
-            candidates.append(("message.reasoning_content", message.get("reasoning_content")))
-            candidates.append(("message.reasoning_content", message.get("reasoning")))
-        if isinstance(choice, dict):
-            candidates.append(("choice.reasoning_content", choice.get("reasoning_content")))
-            candidates.append(("choice.reasoning_content", choice.get("reasoning")))
-        if isinstance(response, dict):
-            candidates.append(("response.reasoning_content", response.get("reasoning_content")))
-            candidates.append(("response.reasoning_content", response.get("reasoning")))
+        if include_reasoning:
+            if isinstance(message, dict):
+                candidates.append(("message.reasoning_content", message.get("reasoning_content")))
+                candidates.append(("message.reasoning_content", message.get("reasoning")))
+            if isinstance(choice, dict):
+                candidates.append(("choice.reasoning_content", choice.get("reasoning_content")))
+                candidates.append(("choice.reasoning_content", choice.get("reasoning")))
+            if isinstance(response, dict):
+                candidates.append(("response.reasoning_content", response.get("reasoning_content")))
+                candidates.append(("response.reasoning_content", response.get("reasoning")))
         return candidates
 
     @classmethod
@@ -71,9 +73,108 @@ class LLMStructuredCandidatesMixin:
             return value is None or isinstance(value, dict)
         return True
 
+    @staticmethod
+    def _coerce_number(value: Any) -> Optional[float]:
+        if isinstance(value, bool):
+            return None
+        if isinstance(value, (int, float)):
+            return float(value)
+        text = str(value or "").strip()
+        if not text:
+            return None
+        try:
+            return float(text)
+        except Exception:
+            return None
+
+    @staticmethod
+    def _coerce_int(value: Any) -> Optional[int]:
+        number = LLMStructuredCandidatesMixin._coerce_number(value)
+        if number is None:
+            return None
+        try:
+            return int(number)
+        except Exception:
+            return None
+
+    @staticmethod
+    def _coerce_bool(value: Any) -> Optional[bool]:
+        if isinstance(value, bool):
+            return value
+        if isinstance(value, (int, float)) and not isinstance(value, bool):
+            return bool(int(value))
+        text = str(value or "").strip().lower()
+        if not text:
+            return None
+        if text in BOOL_TRUE_VALUES:
+            return True
+        if text in {"0", "false", "no", "off", "n"}:
+            return False
+        return None
+
+    @classmethod
+    def _coerce_intent_structured_payload(cls, payload: dict[str, Any]) -> dict[str, Any]:
+        normalized = dict(payload)
+        confidence = cls._coerce_number(normalized.get("confidence"))
+        if confidence is None:
+            for alias in ("score", "probability", "confidence_score"):
+                confidence = cls._coerce_number(normalized.get(alias))
+                if confidence is not None:
+                    break
+        if confidence is not None:
+            normalized["confidence"] = confidence
+
+        reasoning_value = normalized.get("reasoning")
+        if isinstance(reasoning_value, list):
+            text_items = [str(item).strip() for item in reasoning_value if str(item).strip()]
+            normalized["reasoning"] = "；".join(text_items)
+        elif isinstance(reasoning_value, dict):
+            normalized["reasoning"] = json.dumps(reasoning_value, ensure_ascii=False)
+        else:
+            reasoning_text = str(reasoning_value or "").strip()
+            if reasoning_text:
+                normalized["reasoning"] = reasoning_text
+            else:
+                for alias in ("reason", "rationale", "analysis", "explanation"):
+                    alias_text = str(normalized.get(alias) or "").strip()
+                    if alias_text:
+                        normalized["reasoning"] = alias_text
+                        break
+
+        if "requires_confirmation" in normalized:
+            bool_value = cls._coerce_bool(normalized.get("requires_confirmation"))
+            if bool_value is not None:
+                normalized["requires_confirmation"] = bool_value
+
+        for field in ("project_id", "requested_count"):
+            if field in normalized:
+                number = cls._coerce_int(normalized.get(field))
+                normalized[field] = number if number is not None else None
+
+        route_hint = str(
+            normalized.get("workflow_route") or normalized.get("route") or ""
+        ).strip().lower()
+        if route_hint and "." in route_hint:
+            family, action = route_hint.split(".", 1)
+            if not str(normalized.get("family") or "").strip():
+                normalized["family"] = family
+            if not str(normalized.get("action") or "").strip():
+                normalized["action"] = action
+        return normalized
+
+    @classmethod
+    def _coerce_structured_payload(cls, *, function_name: str, payload: Any) -> Any:
+        fn = str(function_name or "").strip().lower()
+        if not isinstance(payload, dict):
+            return payload
+        if fn in {"classify_intent_ai_pmo_kernel", "classify_intent_complex"}:
+            return cls._coerce_intent_structured_payload(payload)
+        return payload
+
     def _validate_structured_payload(self, *, function_name: str, payload: Any) -> Optional[str]:
         fn = str(function_name or "").strip().lower()
         schema = STRUCTURED_OBJECT_SCHEMAS.get(fn)
+        payload = self._coerce_structured_payload(function_name=fn, payload=payload)
         if schema is None:
             return None if isinstance(payload, (dict, list)) else "structured_json_invalid"
         if not isinstance(payload, dict):
@@ -93,4 +194,3 @@ class LLMStructuredCandidatesMixin:
             if not any(self._matches_expected_type(payload.get(key), str(expected)) for expected in expected_values):
                 return "structured_schema_invalid"
         return None
-
diff --git a/backend/app/services/llm_service/mixin_structured_extract_object.py b/backend/app/services/llm_service/mixin_structured_extract_object.py
index 131b0577..246181c2 100644
--- a/backend/app/services/llm_service/mixin_structured_extract_object.py
+++ b/backend/app/services/llm_service/mixin_structured_extract_object.py
@@ -1,5 +1,7 @@
 from __future__ import annotations
 
+import ast
+
 from .shared import *
 
 class LLMStructuredExtractObjectMixin:
@@ -21,7 +23,13 @@ class LLMStructuredExtractObjectMixin:
 
         last_nonempty_field = ""
         last_nonempty_text = ""
-        for field, raw_value in self._iter_structured_candidates(message=message, choice=choice, response=response):
+        last_invalid_result: Optional[StructuredExtractionResult] = None
+        for field, raw_value in self._iter_structured_candidates(
+            message=message,
+            choice=choice,
+            response=response,
+            include_reasoning=False,
+        ):
             text = self._sanitize_visible_answer(self._extract_text_from_value(raw_value))
             normalized = self._strip_code_fence(text)
             if normalized:
@@ -35,19 +43,26 @@ class LLMStructuredExtractObjectMixin:
             try:
                 parsed = json.loads(candidate)
             except Exception:
-                return StructuredExtractionResult(
-                    payload=None,
-                    source_field=field,
-                    provider=provider,
-                    model=model,
-                    error_code="structured_json_invalid",
-                    raw_text=candidate[:4000],
-                    validation="invalid",
-                )
+                parsed = self._parse_loose_structured_candidate(candidate)
+                if parsed is None:
+                    last_invalid_result = StructuredExtractionResult(
+                        payload=None,
+                        source_field=field,
+                        provider=provider,
+                        model=model,
+                        error_code="structured_json_invalid",
+                        raw_text=candidate[:4000],
+                        validation="invalid",
+                    )
+                    continue
             parsed = self._unwrap_structured_payload_once(parsed)
+            parsed = self._coerce_structured_payload(
+                function_name=function_name,
+                payload=parsed,
+            )
             validation_error = self._validate_structured_payload(function_name=function_name, payload=parsed)
             if validation_error is not None:
-                return StructuredExtractionResult(
+                last_invalid_result = StructuredExtractionResult(
                     payload=None,
                     source_field=field,
                     provider=provider,
@@ -56,6 +71,7 @@ class LLMStructuredExtractObjectMixin:
                     raw_text=candidate[:4000],
                     validation="invalid",
                 )
+                continue
             return StructuredExtractionResult(
                 payload=parsed if isinstance(parsed, dict) else None,
                 source_field=field,
@@ -72,10 +88,38 @@ class LLMStructuredExtractObjectMixin:
             else ""
         )
         if fallback_candidate:
+            parsed: Any = None
             try:
                 parsed = json.loads(fallback_candidate)
             except Exception:
-                return StructuredExtractionResult(
+                parsed = self._parse_loose_structured_candidate(fallback_candidate)
+            if parsed is not None:
+                parsed = self._unwrap_structured_payload_once(parsed)
+                parsed = self._coerce_structured_payload(
+                    function_name=function_name,
+                    payload=parsed,
+                )
+                validation_error = self._validate_structured_payload(function_name=function_name, payload=parsed)
+                if validation_error is None and isinstance(parsed, dict):
+                    return StructuredExtractionResult(
+                        payload=parsed,
+                        source_field="generated_text",
+                        provider=provider,
+                        model=model,
+                        raw_text=fallback_candidate[:4000],
+                        validation="ok",
+                    )
+                last_invalid_result = StructuredExtractionResult(
+                    payload=None,
+                    source_field="generated_text",
+                    provider=provider,
+                    model=model,
+                    error_code=validation_error or "structured_schema_invalid",
+                    raw_text=fallback_candidate[:4000],
+                    validation="invalid",
+                )
+            else:
+                last_invalid_result = StructuredExtractionResult(
                     payload=None,
                     source_field="generated_text",
                     provider=provider,
@@ -84,17 +128,9 @@ class LLMStructuredExtractObjectMixin:
                     raw_text=fallback_candidate[:4000],
                     validation="invalid",
                 )
-            parsed = self._unwrap_structured_payload_once(parsed)
-            validation_error = self._validate_structured_payload(function_name=function_name, payload=parsed)
-            if validation_error is None and isinstance(parsed, dict):
-                return StructuredExtractionResult(
-                    payload=parsed,
-                    source_field="generated_text",
-                    provider=provider,
-                    model=model,
-                    raw_text=fallback_candidate[:4000],
-                    validation="ok",
-                )
+
+        if last_invalid_result is not None:
+            return last_invalid_result
 
         if not last_nonempty_field and str(fallback_text or "").strip():
             last_nonempty_field = "generated_text"
@@ -110,6 +146,24 @@ class LLMStructuredExtractObjectMixin:
             validation="invalid",
         )
 
+    @staticmethod
+    def _parse_loose_structured_candidate(candidate: str) -> Any:
+        text = str(candidate or "").strip()
+        if not text:
+            return None
+        try:
+            parsed = ast.literal_eval(text)
+        except Exception:
+            return None
+        if isinstance(parsed, str):
+            try:
+                return json.loads(parsed)
+            except Exception:
+                return None
+        if isinstance(parsed, (dict, list)):
+            return parsed
+        return None
+
     @staticmethod
     def _classify_structured_exception(exc: Exception) -> str:
         if isinstance(exc, (asyncio.TimeoutError, httpx.TimeoutException)):
@@ -122,4 +176,3 @@ class LLMStructuredExtractObjectMixin:
         if "status" in lowered or "http" in lowered:
             return "structured_http_error"
         return "structured_empty"
-
diff --git a/backend/app/services/llm_service/mixin_structured_parse.py b/backend/app/services/llm_service/mixin_structured_parse.py
index c696b030..9e31dbfc 100644
--- a/backend/app/services/llm_service/mixin_structured_parse.py
+++ b/backend/app/services/llm_service/mixin_structured_parse.py
@@ -17,8 +17,8 @@ class LLMStructuredParseMixin:
         if raw.startswith("{") or raw.startswith("["):
             return raw
 
-        object_candidate = LLMService._extract_balanced_json_segment(raw, "{", "}")
-        array_candidate = LLMService._extract_balanced_json_segment(raw, "[", "]")
+        object_candidate = LLMStructuredParseMixin._extract_balanced_json_segment(raw, "{", "}")
+        array_candidate = LLMStructuredParseMixin._extract_balanced_json_segment(raw, "[", "]")
         if object_candidate and array_candidate:
             return object_candidate if raw.find("{") <= raw.find("[") else array_candidate
         if object_candidate:
@@ -77,6 +77,10 @@ class LLMStructuredParseMixin:
         except Exception:
             return True
         parsed = self._unwrap_structured_payload_once(parsed)
+        parsed = self._coerce_structured_payload(
+            function_name=function_name,
+            payload=parsed,
+        )
         validation_error = self._validate_structured_payload(function_name=function_name, payload=parsed)
         if validation_error is not None:
             return True
@@ -103,7 +107,12 @@ class LLMStructuredParseMixin:
         structured_output: bool,
     ) -> str:
         if structured_output:
-            for _, raw_value in self._iter_structured_candidates(message=message, choice=choice, response=response):
+            for _, raw_value in self._iter_structured_candidates(
+                message=message,
+                choice=choice,
+                response=response,
+                include_reasoning=False,
+            ):
                 text = self._sanitize_visible_answer(self._extract_text_from_value(raw_value))
                 normalized = self._strip_code_fence(text)
                 if not self._looks_like_json_container(normalized):
@@ -160,6 +169,9 @@ class LLMStructuredParseMixin:
     @staticmethod
     def _reasoning_content_fallback_enabled(*, function_name: str) -> bool:
         fn = str(function_name or "").strip().lower()
+        # P0 guardrail: user-facing answer/reply/qa must never expose reasoning_content.
+        if fn and any(token in fn for token in ("answer", "reply", "qa")):
+            return False
         if fn and ("title_refine" in fn or "project_draft_analysis_glm47_fallback" in fn):
             return True
         raw = str(os.getenv("LLM_REASONING_CONTENT_FALLBACK", "0")).strip().lower()
@@ -171,7 +183,4 @@ class LLMStructuredParseMixin:
             return False
         if "signal_batch_analysis" in fn:
             return False
-        if any(token in fn for token in ("answer", "reply", "qa")):
-            return True
         return False
-
diff --git a/backend/app/services/llm_service/mixin_tier_escalation.py b/backend/app/services/llm_service/mixin_tier_escalation.py
index 1610fc20..2660aca6 100644
--- a/backend/app/services/llm_service/mixin_tier_escalation.py
+++ b/backend/app/services/llm_service/mixin_tier_escalation.py
@@ -46,6 +46,9 @@ class LLMTierEscalationMixin:
     ) -> bool:
         if not self._low_to_high_escalation_enabled():
             return False
+        fn = str(function_name or "").strip().lower()
+        if fn in {"classify_intent_ai_pmo_kernel", "classify_intent_complex"}:
+            return False
         failed_model = str(failed_engine.get("model") or "").strip()
         if self._is_glm_47_model(failed_model):
             return True
@@ -143,7 +146,12 @@ class LLMTierEscalationMixin:
         response_mode: str,
         error: Exception,
     ) -> tuple[Optional[StructuredExtractionResult], Optional[dict[str, Any]]]:
-        if not self._should_retry_glm47_with_high_tier(function_name=function_name, failed_engine=failed_engine):
+        fn = str(function_name or "").strip().lower()
+        force_intent_retry = fn in {"classify_intent_ai_pmo_kernel", "classify_intent_complex"}
+        if not force_intent_retry and not self._should_retry_glm47_with_high_tier(
+            function_name=function_name,
+            failed_engine=failed_engine,
+        ):
             return None, None
         try:
             _, bundle = await self._get_or_init_bundle(db, tenant_id=tenant_id)
@@ -167,13 +175,41 @@ class LLMTierEscalationMixin:
             high_provider = str(high_engine.get("provider") or "").strip().lower()
             high_model = str(high_engine.get("model") or "").strip()
             if failed_provider == high_provider and failed_model == high_model:
-                return None, None
+                if not force_intent_retry:
+                    return None, None
+                fallback_engine: Optional[dict[str, Any]] = None
+                for fallback_tier in ("safety", "low"):
+                    candidate = self._resolve_tier_engine(
+                        tier=fallback_tier,
+                        engines=engines,
+                        active_engine=active_engine,
+                    )
+                    if not isinstance(candidate, dict):
+                        continue
+                    candidate = self._ensure_engine_allowed_for_function(
+                        engine=candidate,
+                        function_name=function_name,
+                        settings=self._normalize_engine_settings(bundle.get("settings")),
+                        engine_label=f"intent_structured_failover_{fallback_tier}",
+                    )
+                    candidate_provider = str(candidate.get("provider") or "").strip().lower()
+                    candidate_model = str(candidate.get("model") or "").strip()
+                    if candidate_provider == failed_provider and candidate_model == failed_model:
+                        continue
+                    fallback_engine = candidate
+                    break
+                if fallback_engine is None:
+                    return None, None
+                high_engine = fallback_engine
+                high_provider = str(high_engine.get("provider") or "").strip().lower()
+                high_model = str(high_engine.get("model") or "").strip()
             _runtime_log(
                 "LLM路由",
                 (
                     "低阶结构化失败自动升级："
                     f"function={function_name}, from={failed_provider}:{failed_model}, "
-                    f"to={high_provider}:{high_model}, reason={str(error)[:120]}"
+                    f"to={high_provider}:{high_model}, reason={str(error)[:120]}, "
+                    f"force_intent_retry={force_intent_retry}"
                 ),
             )
             completion = await self._chat_completion_raw(
@@ -185,7 +221,11 @@ class LLMTierEscalationMixin:
                 model=high_model,
                 temperature=temperature,
                 max_tokens=max_tokens,
-                function_name=function_name,
+                function_name=(
+                    "intent_structured_runtime_failover"
+                    if force_intent_retry
+                    else function_name
+                ),
                 response_mode=response_mode,
             )
             extraction = self._extract_structured_object_from_response(
@@ -214,4 +254,3 @@ class LLMTierEscalationMixin:
                 ),
             )
             return None, None
-
diff --git a/backend/app/services/llm_service/shared.py b/backend/app/services/llm_service/shared.py
index 39384b43..4ba435d7 100644
--- a/backend/app/services/llm_service/shared.py
+++ b/backend/app/services/llm_service/shared.py
@@ -2,3 +2,7 @@ from __future__ import annotations
 
 from .shared_part_01 import *
 from .shared_part_02 import *
+
+# Preserve underscore-prefixed helper symbols for modules that rely on
+# `from .shared import *` (for example: `_env_bool`, `_normalize_provider`).
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/llm_service/shared_part_01.py b/backend/app/services/llm_service/shared_part_01.py
index 598502b7..837369ab 100644
--- a/backend/app/services/llm_service/shared_part_01.py
+++ b/backend/app/services/llm_service/shared_part_01.py
@@ -30,7 +30,7 @@ from sqlalchemy.ext.asyncio import AsyncSession
 from ...config.ai_prompts import build_default_role_prompt_bundle
 from ...core.database import AsyncSessionLocal
 from ...models import AICallLog, Integration
-from ..model_context_bundle import ModelContextBundleService
+from ..model.model_context_bundle import ModelContextBundleService
 
 from ...utils.timezone import now_cn_aware
 try:
@@ -126,6 +126,7 @@ STRUCTURED_OUTPUT_FUNCTION_HINTS = (
     "feishu_signal_extraction",
     "signal_source_onboarding_plan",
     "signal_source_ai_worker_execution",
+    "project_draft_",
     "rag_intent_classification",
     "classify_intent",
     "feishu_project_prefill",
@@ -290,5 +291,3 @@ STRUCTURED_OBJECT_SCHEMAS: dict[str, dict[str, Any]] = {
         },
     },
 }
-
-
diff --git a/backend/app/services/llm_service/shared_part_02.py b/backend/app/services/llm_service/shared_part_02.py
index 6e562ae8..6979372f 100644
--- a/backend/app/services/llm_service/shared_part_02.py
+++ b/backend/app/services/llm_service/shared_part_02.py
@@ -65,10 +65,12 @@ def _looks_like_openclaw_timeout_message(text: str) -> bool:
     )
     return any(signal in lowered for signal in timeout_signals)
 
+@dataclass
 class ChatCompletionResult:
     text: str
     raw_response: Any = None
 
+@dataclass
 class StructuredExtractionResult:
     payload: Optional[dict[str, Any]]
     source_field: str
@@ -79,3 +81,5 @@ class StructuredExtractionResult:
     validation: str = "invalid"
     from_cache: bool = False
 
+
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/model/__init__.py b/backend/app/services/model/__init__.py
new file mode 100644
index 00000000..c325098e
--- /dev/null
+++ b/backend/app/services/model/__init__.py
@@ -0,0 +1 @@
+"""Model domain service namespace."""
diff --git a/backend/app/services/model_capability/__init__.py b/backend/app/services/model/model_capability/__init__.py
similarity index 100%
rename from backend/app/services/model_capability/__init__.py
rename to backend/app/services/model/model_capability/__init__.py
diff --git a/backend/app/services/model_capability/cost_optimization_service.py b/backend/app/services/model/model_capability/cost_optimization_service.py
similarity index 98%
rename from backend/app/services/model_capability/cost_optimization_service.py
rename to backend/app/services/model/model_capability/cost_optimization_service.py
index e2df0985..8fbbf817 100644
--- a/backend/app/services/model_capability/cost_optimization_service.py
+++ b/backend/app/services/model/model_capability/cost_optimization_service.py
@@ -5,7 +5,7 @@ from typing import Any, Dict, Optional
 from sqlalchemy import and_, func, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import AICallLog, CostTracking, ModelRequirementBinding, ModelVersion, TruthNode
+from ....models import AICallLog, CostTracking, ModelRequirementBinding, ModelVersion, TruthNode
 
 
 class CostOptimizationService:
diff --git a/backend/app/services/model_capability/mixin_cost_tracking.py b/backend/app/services/model/model_capability/mixin_cost_tracking.py
similarity index 99%
rename from backend/app/services/model_capability/mixin_cost_tracking.py
rename to backend/app/services/model/model_capability/mixin_cost_tracking.py
index d9994392..5e70b3be 100644
--- a/backend/app/services/model_capability/mixin_cost_tracking.py
+++ b/backend/app/services/model/model_capability/mixin_cost_tracking.py
@@ -198,7 +198,7 @@ class ModelCapabilityCostTrackingMixin:
         tenant_id: int,
     ) -> Dict[str, Any]:
         """AI 分析成本效益"""
-        from ...config.ai_prompts import PROMPT_ANALYZE_COST_ROI
+        from ....config.ai_prompts import PROMPT_ANALYZE_COST_ROI
 
         prompt = PROMPT_ANALYZE_COST_ROI.format(
             total_cost=f"${total_cost:.2f}",
diff --git a/backend/app/services/model_capability/mixin_gap_queries.py b/backend/app/services/model/model_capability/mixin_gap_queries.py
similarity index 100%
rename from backend/app/services/model_capability/mixin_gap_queries.py
rename to backend/app/services/model/model_capability/mixin_gap_queries.py
diff --git a/backend/app/services/model_capability/mixin_validation.py b/backend/app/services/model/model_capability/mixin_validation.py
similarity index 100%
rename from backend/app/services/model_capability/mixin_validation.py
rename to backend/app/services/model/model_capability/mixin_validation.py
diff --git a/backend/app/services/model_capability/model_lifecycle_service.py b/backend/app/services/model/model_capability/model_lifecycle_service.py
similarity index 99%
rename from backend/app/services/model_capability/model_lifecycle_service.py
rename to backend/app/services/model/model_capability/model_lifecycle_service.py
index 1f0637f2..8ddfa229 100644
--- a/backend/app/services/model_capability/model_lifecycle_service.py
+++ b/backend/app/services/model/model_capability/model_lifecycle_service.py
@@ -5,7 +5,7 @@ from typing import Any, Dict, List, Optional
 from sqlalchemy import and_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import (
+from ....models import (
     ModelRequirementBinding,
     ModelUpdateImpact,
     ModelVersion,
diff --git a/backend/app/services/model_capability/service.py b/backend/app/services/model/model_capability/service.py
similarity index 100%
rename from backend/app/services/model_capability/service.py
rename to backend/app/services/model/model_capability/service.py
diff --git a/backend/app/services/model_capability/shared.py b/backend/app/services/model/model_capability/shared.py
similarity index 83%
rename from backend/app/services/model_capability/shared.py
rename to backend/app/services/model/model_capability/shared.py
index 15941ff1..60ed0523 100644
--- a/backend/app/services/model_capability/shared.py
+++ b/backend/app/services/model/model_capability/shared.py
@@ -13,7 +13,7 @@ from typing import Any, Dict, List, Optional, Union
 from sqlalchemy import select, and_, func, desc
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import (
+from ....models import (
     ModelVersion,
     ModelRequirementBinding,
     TruthNode,
@@ -23,7 +23,7 @@ from ...models import (
     CostTracking,
     User,
 )
-from ..ai_service_core import AIService
+from ...ai_service_core import AIService
 
 
-from ...utils.timezone import now_cn_naive
+from ....utils.timezone import now_cn_naive
diff --git a/backend/app/services/model_context_bundle/__init__.py b/backend/app/services/model/model_context_bundle/__init__.py
similarity index 100%
rename from backend/app/services/model_context_bundle/__init__.py
rename to backend/app/services/model/model_context_bundle/__init__.py
diff --git a/backend/app/services/model_context_bundle/mixin_build.py b/backend/app/services/model/model_context_bundle/mixin_build.py
similarity index 98%
rename from backend/app/services/model_context_bundle/mixin_build.py
rename to backend/app/services/model/model_context_bundle/mixin_build.py
index c45d26bd..e49a18de 100644
--- a/backend/app/services/model_context_bundle/mixin_build.py
+++ b/backend/app/services/model/model_context_bundle/mixin_build.py
@@ -13,7 +13,7 @@ from .shared import (
     datetime,
     timezone,
 )
-from ..project_knowledge_graph_service import ProjectKnowledgeGraphService
+from ...project_knowledge_graph_service import ProjectKnowledgeGraphService
 
 
 class ModelContextBundleBuildMixin:
diff --git a/backend/app/services/model_context_bundle/mixin_core.py b/backend/app/services/model/model_context_bundle/mixin_core.py
similarity index 100%
rename from backend/app/services/model_context_bundle/mixin_core.py
rename to backend/app/services/model/model_context_bundle/mixin_core.py
diff --git a/backend/app/services/model_context_bundle/mixin_verify.py b/backend/app/services/model/model_context_bundle/mixin_verify.py
similarity index 100%
rename from backend/app/services/model_context_bundle/mixin_verify.py
rename to backend/app/services/model/model_context_bundle/mixin_verify.py
diff --git a/backend/app/services/model_context_bundle/service.py b/backend/app/services/model/model_context_bundle/service.py
similarity index 100%
rename from backend/app/services/model_context_bundle/service.py
rename to backend/app/services/model/model_context_bundle/service.py
diff --git a/backend/app/services/model_context_bundle/shared.py b/backend/app/services/model/model_context_bundle/shared.py
similarity index 90%
rename from backend/app/services/model_context_bundle/shared.py
rename to backend/app/services/model/model_context_bundle/shared.py
index 61f020d1..4b3935a5 100644
--- a/backend/app/services/model_context_bundle/shared.py
+++ b/backend/app/services/model/model_context_bundle/shared.py
@@ -10,10 +10,10 @@ from uuid import uuid4
 from sqlalchemy import and_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import AICallLog
+from ....models import AICallLog
 from ..model_routing import ModelRoutingService
-from ..project_knowledge_graph_service import ProjectKnowledgeGraphService
-from ..task_brief import (
+from ...project_knowledge_graph_service import ProjectKnowledgeGraphService
+from ...task_brief import (
     HIGH_CONTRACT_TEMPLATE_ID,
     HIGH_TEMPLATE_ID,
     LOW_TEMPLATE_ID,
diff --git a/backend/app/services/model_routing/__init__.py b/backend/app/services/model/model_routing/__init__.py
similarity index 100%
rename from backend/app/services/model_routing/__init__.py
rename to backend/app/services/model/model_routing/__init__.py
diff --git a/backend/app/services/model_routing/service.py b/backend/app/services/model/model_routing/service.py
similarity index 99%
rename from backend/app/services/model_routing/service.py
rename to backend/app/services/model/model_routing/service.py
index 5d58a568..f92d55ee 100644
--- a/backend/app/services/model_routing/service.py
+++ b/backend/app/services/model/model_routing/service.py
@@ -8,8 +8,8 @@ from typing import Any
 from sqlalchemy import and_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import Integration
-from ...utils.timezone import now_cn_naive
+from ....models import Integration
+from ....utils.timezone import now_cn_naive
 
 ALLOWED_PROVIDERS = {"openai", "glm", "deepseek", "ollama"}
 ALLOWED_TIERS = {"low", "high", "safety"}
diff --git a/backend/app/services/prompt_profile/__init__.py b/backend/app/services/model/prompt_profile/__init__.py
similarity index 100%
rename from backend/app/services/prompt_profile/__init__.py
rename to backend/app/services/model/prompt_profile/__init__.py
diff --git a/backend/app/services/prompt_profile/service.py b/backend/app/services/model/prompt_profile/service.py
similarity index 98%
rename from backend/app/services/prompt_profile/service.py
rename to backend/app/services/model/prompt_profile/service.py
index 7d534e0a..89bfb726 100644
--- a/backend/app/services/prompt_profile/service.py
+++ b/backend/app/services/model/prompt_profile/service.py
@@ -10,10 +10,10 @@ from typing import Any, Optional
 from sqlalchemy import and_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...config.ai_prompts import build_default_role_prompt_bundle
-from ...models import Integration
+from ....config.ai_prompts import build_default_role_prompt_bundle
+from ....models import Integration
 
-from ...utils.timezone import now_cn_aware
+from ....utils.timezone import now_cn_aware
 INTEGRATION_TYPE = "ai_prompt_profiles"
 ROLE_KEY_RE = re.compile(r"^[a-z0-9][a-z0-9_-]{1,31}$")
 MAX_ROLES = 12
diff --git a/backend/app/services/project_knowledge_graph_service/shared.py b/backend/app/services/project_knowledge_graph_service/shared.py
index bfbf1e17..2b72b460 100644
--- a/backend/app/services/project_knowledge_graph_service/shared.py
+++ b/backend/app/services/project_knowledge_graph_service/shared.py
@@ -35,7 +35,7 @@ from ...models import (
     User,
 )
 from ..context_cache_service import context_cache_service
-from ..symbol_index import SymbolIndexService
+from ..signal.symbol_index import SymbolIndexService
 
 
 from ...utils.timezone import now_cn_naive
@@ -56,3 +56,5 @@ DDL_BLOCKED_PREFIXES = [
 DDL_GUARDRAIL_POLICY_KEY = "policy:ddl_via_interface_only"
 DDL_GUARDRAIL_POLICY_NAME = "DDL 只能通过受控接口/迁移流程"
 
+
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/scheduler_center_core/ai_pmo_cadence.py b/backend/app/services/scheduler_center_core/ai_pmo_cadence.py
index 5cdcb1ed..2e9096a9 100644
--- a/backend/app/services/scheduler_center_core/ai_pmo_cadence.py
+++ b/backend/app/services/scheduler_center_core/ai_pmo_cadence.py
@@ -2,7 +2,20 @@
 
 from __future__ import annotations
 
-from .shared import AIPMOCadenceService, PortfolioSnapshot, Project, and_, async_sessionmaker, asyncio, datetime, logger, os, select, timedelta, workload as workload_service
+from .shared import (
+    AIPMOCadenceService,
+    PortfolioSnapshot,
+    Project,
+    and_,
+    async_sessionmaker,
+    asyncio,
+    datetime,
+    logger,
+    os,
+    select,
+    timedelta,
+    workload_service,
+)
 
 
 class AIPMOCadenceScheduler:
diff --git a/backend/app/services/scheduler_center_core/knowledge_graph.py b/backend/app/services/scheduler_center_core/knowledge_graph.py
index 5b4f0b48..6dcc7de7 100644
--- a/backend/app/services/scheduler_center_core/knowledge_graph.py
+++ b/backend/app/services/scheduler_center_core/knowledge_graph.py
@@ -2,7 +2,14 @@
 
 from __future__ import annotations
 
-from .shared import ProjectKnowledgeGraphService, async_sessionmaker, asyncio, logger, os, workload as workload_service
+from .shared import (
+    ProjectKnowledgeGraphService,
+    async_sessionmaker,
+    asyncio,
+    logger,
+    os,
+    workload_service,
+)
 
 
 class KnowledgeGraphIncrementalScheduler:
diff --git a/backend/app/services/scheduler_center_core/shared.py b/backend/app/services/scheduler_center_core/shared.py
index 626db119..75cfb172 100644
--- a/backend/app/services/scheduler_center_core/shared.py
+++ b/backend/app/services/scheduler_center_core/shared.py
@@ -15,7 +15,7 @@ from ...models import KnowledgeBaseDoc, PortfolioSnapshot, Project
 from ..workload import workload_alert_service
 from .. import workload as workload_service
 from ..adaptive_rag_service import AdaptiveRAGService
-from ..ai_pmo_cadence import AIPMOCadenceService
+from ..ai_pmo.ai_pmo_cadence import AIPMOCadenceService
 from ..project_knowledge_graph_service import ProjectKnowledgeGraphService
 
 logger = get_logger(__name__)
diff --git a/backend/app/services/signal/__init__.py b/backend/app/services/signal/__init__.py
new file mode 100644
index 00000000..862b694d
--- /dev/null
+++ b/backend/app/services/signal/__init__.py
@@ -0,0 +1 @@
+"""Signal domain service namespace."""
diff --git a/backend/app/services/signal_capture_service/__init__.py b/backend/app/services/signal/signal_capture_service/__init__.py
similarity index 100%
rename from backend/app/services/signal_capture_service/__init__.py
rename to backend/app/services/signal/signal_capture_service/__init__.py
diff --git a/backend/app/services/signal_capture_service/external_fetcher.py b/backend/app/services/signal/signal_capture_service/external_fetcher.py
similarity index 100%
rename from backend/app/services/signal_capture_service/external_fetcher.py
rename to backend/app/services/signal/signal_capture_service/external_fetcher.py
diff --git a/backend/app/services/signal_capture_service/impact_analyzer.py b/backend/app/services/signal/signal_capture_service/impact_analyzer.py
similarity index 100%
rename from backend/app/services/signal_capture_service/impact_analyzer.py
rename to backend/app/services/signal/signal_capture_service/impact_analyzer.py
diff --git a/backend/app/services/signal_capture_service/mixin_analysis_normalize.py b/backend/app/services/signal/signal_capture_service/mixin_analysis_normalize.py
similarity index 98%
rename from backend/app/services/signal_capture_service/mixin_analysis_normalize.py
rename to backend/app/services/signal/signal_capture_service/mixin_analysis_normalize.py
index 490ca424..48fb862c 100644
--- a/backend/app/services/signal_capture_service/mixin_analysis_normalize.py
+++ b/backend/app/services/signal/signal_capture_service/mixin_analysis_normalize.py
@@ -22,7 +22,7 @@ class SignalCaptureAnalysisNormalizeMixin:
             pass
 
         # 兼容模型返回“解释文本 + JSON”场景：抽取首个 JSON 对象再解析
-        obj_text = ProactiveSignalCaptureService._extract_first_json_object(content)
+        obj_text = SignalCaptureAnalysisNormalizeMixin._extract_first_json_object(content)
         if not obj_text:
             raise ValueError("empty llm response")
         parsed = json.loads(obj_text)
@@ -150,7 +150,7 @@ class SignalCaptureAnalysisNormalizeMixin:
 
     @staticmethod
     def _sanitize_feishu_message(message: str) -> str:
-        text = ProactiveSignalCaptureService._normalize_single_line_text(message or "", max_len=2000)
+        text = SignalCaptureAnalysisNormalizeMixin._normalize_single_line_text(message or "", max_len=2000)
         if not text:
             return ""
 
@@ -265,4 +265,3 @@ class SignalCaptureAnalysisNormalizeMixin:
     def _rule_based_chat_signal(self, message: str) -> Optional[Dict[str, Any]]:
         _ = message
         return None
-
diff --git a/backend/app/services/signal/signal_capture_service/mixin_capture_entry.py b/backend/app/services/signal/signal_capture_service/mixin_capture_entry.py
new file mode 100644
index 00000000..742c190a
--- /dev/null
+++ b/backend/app/services/signal/signal_capture_service/mixin_capture_entry.py
@@ -0,0 +1,305 @@
+from __future__ import annotations
+
+from .shared import *
+
+class SignalCaptureEntryMixin:
+    def __init__(self, db: AsyncSession):
+        self.db = db
+        self.llm = LLMService()
+
+    async def capture_from_feishu(
+        self,
+        group_chat_id: str,
+        message_content: str,
+        sender: str,
+        tenant_id: int = 1,
+        proposer_open_id: Optional[str] = None,
+        captured_at: Optional[datetime] = None,
+        mentioned_bot_names: Optional[List[str]] = None,
+        feishu_message_id: Optional[str] = None,
+        chat_type: Optional[str] = None,
+        force_sync: bool = False,
+    ) -> Dict[str, Any]:
+        """
+        从飞书群聊捕获信号
+
+        触发条件：
+        - 提到产品、竞品、技术关键词
+        - 讨论架构、技术选型
+        - 分享技术文章
+        """
+        trace_id = f"feishu-{uuid4().hex[:12]}"
+        captured_dt = captured_at or now_cn_aware()
+        if captured_dt.tzinfo is None:
+            captured_dt = captured_dt.replace(tzinfo=CN_TZ)
+
+        proposer_name = self._normalize_single_line_text(sender or "未知用户", max_len=80) or "未知用户"
+        proposer_open_id = self._normalize_single_line_text(proposer_open_id or "", max_len=128) or None
+        self._emit_ai_think(
+            "capture_start",
+            trace_id=trace_id,
+            tenant_id=tenant_id,
+            group_chat_id=group_chat_id,
+            sender=proposer_name,
+        )
+
+        cleaned_message = self._sanitize_feishu_message(message_content)
+        if not cleaned_message:
+            self._emit_ai_think("capture_skip_empty", trace_id=trace_id)
+            return {"status": "ignored", "reason": "empty_or_emoji_only"}
+
+        kernel = AIPMOKernelService(self.db, tenant_id=tenant_id)
+        try:
+            should_sync_process = bool(force_sync)
+            if not should_sync_process:
+                session = await kernel._get_or_create_session(
+                    tenant_id=int(tenant_id),
+                    sender=proposer_name,
+                )
+                should_sync_process = kernel._is_short_confirmation_message(
+                    message_text=cleaned_message,
+                    session=session,
+                )
+
+            if should_sync_process:
+                return await self._process_feishu_with_kernel_sync(
+                    trace_id=trace_id,
+                    tenant_id=tenant_id,
+                    kernel=kernel,
+                    group_chat_id=group_chat_id,
+                    cleaned_message=cleaned_message,
+                    proposer_name=proposer_name,
+                    proposer_open_id=proposer_open_id,
+                    captured_dt=captured_dt,
+                    feishu_message_id=feishu_message_id,
+                    chat_type=chat_type,
+                )
+
+            if self._is_non_requirement_message(cleaned_message) and not self._is_question_like(cleaned_message):
+                self._emit_ai_think(
+                    "capture_skip_noise",
+                    trace_id=trace_id,
+                    message_preview=cleaned_message[:120],
+                )
+                return {"status": "ignored", "reason": "non_requirement_noise"}
+
+            source_message_id = str(feishu_message_id or "").strip()
+            if not source_message_id:
+                source_message_id = AIPMOKernelService._build_source_message_id(
+                    source_system="feishu",
+                    source_message_id=None,
+                    channel_ref=group_chat_id,
+                    sender=proposer_name,
+                    message_text=cleaned_message,
+                )
+
+            run_row, created = await AIOrchestrationRunService(self.db).enqueue_ingress_run(
+                tenant_id=int(tenant_id),
+                source_system="feishu",
+                source_message_id=source_message_id,
+                sender=proposer_name,
+                message_text=cleaned_message,
+                channel_ref=group_chat_id,
+                source_sender_open_id=proposer_open_id,
+                chat_type=chat_type,
+                captured_at=captured_dt,
+                project_hint_id=None,
+                max_retries=3,
+            )
+            if created:
+                await AIOrchestrationRunService(self.db).mark_ingress_ack_sent(
+                    tenant_id=int(tenant_id),
+                    trace_id=str(run_row.trace_id or ""),
+                )
+                await self.db.commit()
+                pipeline_result = self._build_async_processing_ack_result(
+                    trace_id=str(run_row.trace_id or ""),
+                )
+            else:
+                await self.db.commit()
+                pipeline_result = {
+                    "status": "ignored",
+                    "reason": "duplicate_filtered",
+                    "classification": "duplicate",
+                    "linked_project_ids": [],
+                    "signal_id": None,
+                    "created_project_id": None,
+                    "auto_tasks": [],
+                    "ai_trace_id": str(run_row.trace_id or trace_id),
+                    "direct_reply_required": False,
+                    "direct_reply_text": "",
+                }
+            try:
+                await self._sync_feishu_recent_cache(
+                    tenant_id=tenant_id,
+                    group_chat_id=group_chat_id,
+                    sender=proposer_name,
+                    sender_open_id=proposer_open_id,
+                    message=cleaned_message,
+                    pipeline_result=pipeline_result,
+                )
+            except Exception as cache_exc:
+                self._emit_ai_think(
+                    "capture_recent_cache_sync_failed",
+                    trace_id=trace_id,
+                    error=str(cache_exc),
+                )
+            return pipeline_result
+        except Exception as exc:
+            self._emit_ai_think("capture_kernel_failed", trace_id=trace_id, error=str(exc))
+            try:
+                await self.db.rollback()
+            except Exception as rollback_exc:
+                self._emit_ai_think(
+                    "capture_kernel_failed_rollback_failed",
+                    trace_id=trace_id,
+                    error=str(rollback_exc),
+                )
+            return {
+                "status": "error",
+                "reason": "kernel_failed",
+                "classification": "error",
+                "project_scope": "error",
+                "linked_project_ids": [],
+                "signal_id": None,
+                "created_project_id": None,
+                "auto_tasks": [],
+                "ai_trace_id": trace_id,
+                "direct_reply_required": True,
+                "direct_reply_text": "系统处理中出现异常，本次未执行入库。请稍后重试，或补充更明确的目标/对象/动作。",
+            }
+
+        return await self._capture_from_feishu_legacy_flow(
+            trace_id=trace_id,
+            group_chat_id=group_chat_id,
+            message_content=message_content,
+            cleaned_message=cleaned_message,
+            proposer_name=proposer_name,
+            proposer_open_id=proposer_open_id,
+            mentioned_bot_names=mentioned_bot_names,
+            tenant_id=tenant_id,
+            captured_dt=captured_dt,
+        )
+
+    async def _process_feishu_with_kernel_sync(
+        self,
+        *,
+        trace_id: str,
+        tenant_id: int,
+        kernel: AIPMOKernelService,
+        group_chat_id: str,
+        cleaned_message: str,
+        proposer_name: str,
+        proposer_open_id: Optional[str],
+        captured_dt: datetime,
+        feishu_message_id: Optional[str],
+        chat_type: Optional[str],
+    ) -> Dict[str, Any]:
+        pipeline_result = await kernel.process_feishu_message(
+            group_chat_id=group_chat_id,
+            message_content=cleaned_message,
+            sender=proposer_name,
+            source_message_id=feishu_message_id,
+            source_sender_open_id=proposer_open_id,
+            captured_at=captured_dt,
+            chat_type=chat_type,
+        )
+        if not bool(pipeline_result.get("handled")):
+            self._emit_ai_think(
+                "capture_kernel_failed",
+                trace_id=trace_id,
+                reason=pipeline_result.get("reason"),
+                error=pipeline_result.get("error"),
+            )
+            return self._build_kernel_error_result(trace_id=trace_id, reason=str(pipeline_result.get("reason") or "kernel_not_handled"))
+
+        self._emit_ai_think(
+            "capture_done_ai_pmo",
+            trace_id=trace_id,
+            classification=pipeline_result.get("classification"),
+            linked_project_ids=pipeline_result.get("linked_project_ids", []),
+            work_item_id=pipeline_result.get("work_item_id"),
+        )
+        pipeline_result = await self._apply_pipeline_post_actions(
+            trace_id=trace_id,
+            tenant_id=tenant_id,
+            cleaned_message=cleaned_message,
+            proposer_name=proposer_name,
+            captured_at=captured_dt,
+            pipeline_result=pipeline_result,
+        )
+        try:
+            await self._sync_feishu_recent_cache(
+                tenant_id=tenant_id,
+                group_chat_id=group_chat_id,
+                sender=proposer_name,
+                sender_open_id=proposer_open_id,
+                message=cleaned_message,
+                pipeline_result=pipeline_result,
+            )
+        except Exception as cache_exc:
+            self._emit_ai_think(
+                "capture_recent_cache_sync_failed",
+                trace_id=trace_id,
+                error=str(cache_exc),
+            )
+        try:
+            asyncio.create_task(
+                AdaptiveRAGService.ingest_feishu_message_async(
+                    tenant_id=tenant_id,
+                    content=cleaned_message,
+                    sender=proposer_name,
+                    chat_id=group_chat_id,
+                    message_id=feishu_message_id,
+                    captured_at=captured_dt,
+                    project_id=(
+                        int(pipeline_result["linked_project_ids"][0])
+                        if isinstance(pipeline_result.get("linked_project_ids"), list)
+                        and pipeline_result.get("linked_project_ids")
+                        else None
+                    ),
+                )
+            )
+        except Exception:
+            pass
+        return pipeline_result
+
+    @staticmethod
+    def _build_kernel_error_result(*, trace_id: str, reason: str) -> Dict[str, Any]:
+        return {
+            "status": "error",
+            "reason": str(reason or "kernel_failed"),
+            "classification": "error",
+            "project_scope": "error",
+            "linked_project_ids": [],
+            "signal_id": None,
+            "created_project_id": None,
+            "auto_tasks": [],
+            "ai_trace_id": trace_id,
+            "direct_reply_required": True,
+            "direct_reply_text": "系统处理中出现异常，本次未执行入库。请稍后重试，或补充更明确的目标/对象/动作。",
+        }
+
+    @staticmethod
+    def _build_async_processing_ack_result(*, trace_id: str) -> Dict[str, Any]:
+        return {
+            "status": "captured",
+            "classification": "command",
+            "linked_project_ids": [],
+            "signal_id": None,
+            "created_project_id": None,
+            "auto_tasks": [],
+            "ai_trace_id": trace_id,
+            "results": [
+                {
+                    "route_status": "queued_for_decision",
+                    "summary": "message_queued_async",
+                }
+            ],
+            "direct_reply_required": True,
+            "direct_reply_text": "已收到，正在处理。",
+            "reply_template_key": "async_processing_ack",
+            "work_item_id": None,
+            "decision_level": None,
+            "review_summary": None,
+        }
diff --git a/backend/app/services/signal_capture_service/mixin_capture_legacy.py b/backend/app/services/signal/signal_capture_service/mixin_capture_legacy.py
similarity index 100%
rename from backend/app/services/signal_capture_service/mixin_capture_legacy.py
rename to backend/app/services/signal/signal_capture_service/mixin_capture_legacy.py
diff --git a/backend/app/services/signal_capture_service/mixin_external_sources.py b/backend/app/services/signal/signal_capture_service/mixin_external_sources.py
similarity index 100%
rename from backend/app/services/signal_capture_service/mixin_external_sources.py
rename to backend/app/services/signal/signal_capture_service/mixin_external_sources.py
diff --git a/backend/app/services/signal_capture_service/mixin_new_project.py b/backend/app/services/signal/signal_capture_service/mixin_new_project.py
similarity index 100%
rename from backend/app/services/signal_capture_service/mixin_new_project.py
rename to backend/app/services/signal/signal_capture_service/mixin_new_project.py
diff --git a/backend/app/services/signal_capture_service/mixin_pipeline_cache.py b/backend/app/services/signal/signal_capture_service/mixin_pipeline_cache.py
similarity index 100%
rename from backend/app/services/signal_capture_service/mixin_pipeline_cache.py
rename to backend/app/services/signal/signal_capture_service/mixin_pipeline_cache.py
diff --git a/backend/app/services/signal_capture_service/mixin_source_analyzers.py b/backend/app/services/signal/signal_capture_service/mixin_source_analyzers.py
similarity index 99%
rename from backend/app/services/signal_capture_service/mixin_source_analyzers.py
rename to backend/app/services/signal/signal_capture_service/mixin_source_analyzers.py
index 5f3f37b0..ec6f4cf5 100644
--- a/backend/app/services/signal_capture_service/mixin_source_analyzers.py
+++ b/backend/app/services/signal/signal_capture_service/mixin_source_analyzers.py
@@ -191,7 +191,7 @@ URL: {url}
                 {"project_id": project_id, "signal_id": signal_id},
             )
             if existing.first() is None:
-                from ...models import ProjectSignalLink
+                from ....models import ProjectSignalLink
                 link = ProjectSignalLink(
                     project_id=project_id,
                     signal_id=signal_id,
diff --git a/backend/app/services/signal_capture_service/mixin_task_orchestration_main.py b/backend/app/services/signal/signal_capture_service/mixin_task_orchestration_main.py
similarity index 100%
rename from backend/app/services/signal_capture_service/mixin_task_orchestration_main.py
rename to backend/app/services/signal/signal_capture_service/mixin_task_orchestration_main.py
diff --git a/backend/app/services/signal_capture_service/mixin_task_orchestration_skill.py b/backend/app/services/signal/signal_capture_service/mixin_task_orchestration_skill.py
similarity index 100%
rename from backend/app/services/signal_capture_service/mixin_task_orchestration_skill.py
rename to backend/app/services/signal/signal_capture_service/mixin_task_orchestration_skill.py
diff --git a/backend/app/services/signal_capture_service/mixin_task_orchestration_team.py b/backend/app/services/signal/signal_capture_service/mixin_task_orchestration_team.py
similarity index 100%
rename from backend/app/services/signal_capture_service/mixin_task_orchestration_team.py
rename to backend/app/services/signal/signal_capture_service/mixin_task_orchestration_team.py
diff --git a/backend/app/services/signal_capture_service/service.py b/backend/app/services/signal/signal_capture_service/service.py
similarity index 100%
rename from backend/app/services/signal_capture_service/service.py
rename to backend/app/services/signal/signal_capture_service/service.py
diff --git a/backend/app/services/signal_capture_service/shared.py b/backend/app/services/signal/signal_capture_service/shared.py
similarity index 85%
rename from backend/app/services/signal_capture_service/shared.py
rename to backend/app/services/signal/signal_capture_service/shared.py
index 11a7359b..e0247dc0 100644
--- a/backend/app/services/signal_capture_service/shared.py
+++ b/backend/app/services/signal/signal_capture_service/shared.py
@@ -26,29 +26,30 @@ from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.future import select
 from sqlalchemy import and_, text
 
-from ...core.logging import get_logger
-from ...core.database import AsyncSessionLocal
-from ...models import (
+from ....core.logging import get_logger
+from ....core.database import AsyncSessionLocal
+from ....models import (
     Signal, Project, ProjectDomain, User,
     ProjectSignalLink, Task, TruthNode,
     SkillTag, UserProject, UserWorkload, UserSkillBinding,
 )
-from ...config.ai_prompts import (
+from ....config.ai_prompts import (
     PROMPT_FEISHU_PROJECT_SIGNAL_CLASSIFICATION,
     PROMPT_FEISHU_TASK_ORCHESTRATION,
 )
-from ..llm_service import LLMService
-from ..notification_service import NotificationService
-from .. import workload as workload_service
-from ..adaptive_rag_service import AdaptiveRAGService
-from ..context_cache_service import context_cache_service
+from ...llm_service import LLMService
+from ...notification_service import NotificationService
+from ... import workload as workload_service
+from ...adaptive_rag_service import AdaptiveRAGService
+from ...ai_orchestration_run import AIOrchestrationRunService
+from ...context_cache_service import context_cache_service
 from ..signal_source_orchestration import SignalSourceOrchestrationService
-from ..ai_pmo_kernel import AIPMOKernelService
-from ...utils.project_members import ensure_project_default_members
-from ...utils.sequence import ensure_project_id_sequence, ensure_signal_id_sequence
+from ...ai_pmo.ai_pmo_kernel import AIPMOKernelService
+from ....utils.project_members import ensure_project_default_members
+from ....utils.sequence import ensure_project_id_sequence, ensure_signal_id_sequence
 
 
-from ...utils.timezone import CN_TZ, now_cn_aware
+from ....utils.timezone import CN_TZ, now_cn_aware
 EMOJI_UNICODE_RE = re.compile(
     r"[\U0001F300-\U0001F6FF\U0001F700-\U0001F77F\U0001F780-\U0001F7FF"
     r"\U0001F800-\U0001F8FF\U0001F900-\U0001F9FF\U0001FA00-\U0001FAFF"
@@ -171,3 +172,4 @@ def _build_feishu_rag_conversation_key(
     return f"feishu:{chat}:{actor}"
 
 
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/signal_planner/__init__.py b/backend/app/services/signal/signal_planner/__init__.py
similarity index 100%
rename from backend/app/services/signal_planner/__init__.py
rename to backend/app/services/signal/signal_planner/__init__.py
diff --git a/backend/app/services/signal_planner/mixin_analyze.py b/backend/app/services/signal/signal_planner/mixin_analyze.py
similarity index 100%
rename from backend/app/services/signal_planner/mixin_analyze.py
rename to backend/app/services/signal/signal_planner/mixin_analyze.py
diff --git a/backend/app/services/signal_planner/mixin_loaders.py b/backend/app/services/signal/signal_planner/mixin_loaders.py
similarity index 100%
rename from backend/app/services/signal_planner/mixin_loaders.py
rename to backend/app/services/signal/signal_planner/mixin_loaders.py
diff --git a/backend/app/services/signal_planner/mixin_prompt.py b/backend/app/services/signal/signal_planner/mixin_prompt.py
similarity index 100%
rename from backend/app/services/signal_planner/mixin_prompt.py
rename to backend/app/services/signal/signal_planner/mixin_prompt.py
diff --git a/backend/app/services/signal_planner/mixin_utils.py b/backend/app/services/signal/signal_planner/mixin_utils.py
similarity index 100%
rename from backend/app/services/signal_planner/mixin_utils.py
rename to backend/app/services/signal/signal_planner/mixin_utils.py
diff --git a/backend/app/services/signal_planner/service.py b/backend/app/services/signal/signal_planner/service.py
similarity index 100%
rename from backend/app/services/signal_planner/service.py
rename to backend/app/services/signal/signal_planner/service.py
diff --git a/backend/app/services/signal_planner/shared.py b/backend/app/services/signal/signal_planner/shared.py
similarity index 74%
rename from backend/app/services/signal_planner/shared.py
rename to backend/app/services/signal/signal_planner/shared.py
index 5dc2b4c9..627f139b 100644
--- a/backend/app/services/signal_planner/shared.py
+++ b/backend/app/services/signal/signal_planner/shared.py
@@ -9,10 +9,10 @@ from typing import Any, Optional
 from sqlalchemy import and_, select
 from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker
 
-from ...config.ai_prompts import PROMPT_SIGNAL_PLANNER
-from ...core.logging import get_logger
-from ...core.database import AsyncSessionLocal
-from ...models import (
+from ....config.ai_prompts import PROMPT_SIGNAL_PLANNER
+from ....core.logging import get_logger
+from ....core.database import AsyncSessionLocal
+from ....models import (
     Project,
     ProjectSignalLink,
     Signal,
@@ -22,10 +22,10 @@ from ...models import (
     UserSkillBinding,
     UserWorkload,
 )
-from ...utils.timezone import now_cn_naive
-from ..feishu_outbox import FeishuOutboxService
-from ..llm_service import llm_service
-from ..model_routing import ModelRoutingService
+from ....utils.timezone import now_cn_naive
+from ...integrations.feishu_outbox import FeishuOutboxService
+from ...llm_service import llm_service
+from ...model.model_routing import ModelRoutingService
 from .signal_strategic_analysis_service import SignalStrategicAnalysisService
 
 logger = get_logger(__name__)
diff --git a/backend/app/services/signal_planner/signal_strategic_analysis_service.py b/backend/app/services/signal/signal_planner/signal_strategic_analysis_service.py
similarity index 97%
rename from backend/app/services/signal_planner/signal_strategic_analysis_service.py
rename to backend/app/services/signal/signal_planner/signal_strategic_analysis_service.py
index 65c6a04a..16ef25d7 100644
--- a/backend/app/services/signal_planner/signal_strategic_analysis_service.py
+++ b/backend/app/services/signal/signal_planner/signal_strategic_analysis_service.py
@@ -8,8 +8,8 @@ from typing import Any, Optional
 from sqlalchemy import and_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import Signal
-from ...utils.timezone import now_cn_naive
+from ....models import Signal
+from ....utils.timezone import now_cn_naive
 
 
 class SignalStrategicAnalysisService:
diff --git a/backend/app/services/signal_source_orchestration/__init__.py b/backend/app/services/signal/signal_source_orchestration/__init__.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/__init__.py
rename to backend/app/services/signal/signal_source_orchestration/__init__.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_entry_orchestrate.py b/backend/app/services/signal/signal_source_orchestration/mixin_entry_orchestrate.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_entry_orchestrate.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_entry_orchestrate.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_entry_terminal_a.py b/backend/app/services/signal/signal_source_orchestration/mixin_entry_terminal_a.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_entry_terminal_a.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_entry_terminal_a.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_entry_terminal_b.py b/backend/app/services/signal/signal_source_orchestration/mixin_entry_terminal_b.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_entry_terminal_b.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_entry_terminal_b.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_execute_isolation.py b/backend/app/services/signal/signal_source_orchestration/mixin_execute_isolation.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_execute_isolation.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_execute_isolation.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_lookup_parse.py b/backend/app/services/signal/signal_source_orchestration/mixin_lookup_parse.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_lookup_parse.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_lookup_parse.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_planning_locator_roles.py b/backend/app/services/signal/signal_source_orchestration/mixin_planning_locator_roles.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_planning_locator_roles.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_planning_locator_roles.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_planning_onboard.py b/backend/app/services/signal/signal_source_orchestration/mixin_planning_onboard.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_planning_onboard.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_planning_onboard.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_registry_execute.py b/backend/app/services/signal/signal_source_orchestration/mixin_registry_execute.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_registry_execute.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_registry_execute.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_result_resolution.py b/backend/app/services/signal/signal_source_orchestration/mixin_result_resolution.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_result_resolution.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_result_resolution.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_result_run_updates.py b/backend/app/services/signal/signal_source_orchestration/mixin_result_run_updates.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_result_run_updates.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_result_run_updates.py
diff --git a/backend/app/services/signal_source_orchestration/mixin_worker_prompt_persist.py b/backend/app/services/signal/signal_source_orchestration/mixin_worker_prompt_persist.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/mixin_worker_prompt_persist.py
rename to backend/app/services/signal/signal_source_orchestration/mixin_worker_prompt_persist.py
diff --git a/backend/app/services/signal_source_orchestration/service.py b/backend/app/services/signal/signal_source_orchestration/service.py
similarity index 100%
rename from backend/app/services/signal_source_orchestration/service.py
rename to backend/app/services/signal/signal_source_orchestration/service.py
diff --git a/backend/app/services/signal_source_orchestration/shared.py b/backend/app/services/signal/signal_source_orchestration/shared.py
similarity index 82%
rename from backend/app/services/signal_source_orchestration/shared.py
rename to backend/app/services/signal/signal_source_orchestration/shared.py
index 19c22393..066c2538 100644
--- a/backend/app/services/signal_source_orchestration/shared.py
+++ b/backend/app/services/signal/signal_source_orchestration/shared.py
@@ -16,23 +16,23 @@ from sqlalchemy import and_, select
 from sqlalchemy.exc import IntegrityError
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...config.ai_prompts import (
+from ....config.ai_prompts import (
     PROMPT_AI_WORKER_SIGNAL_SOURCE_EXECUTION,
     PROMPT_SIGNAL_SOURCE_ONBOARDING,
 )
-from ...models import (
+from ....models import (
     AIWorkerExecution,
     Project,
     Signal,
     SignalSourceRegistry,
     User,
 )
-from ...core.database import AsyncSessionLocal
-from ..ai_orchestration_run import AIOrchestrationRunService
-from ..prompt_profile import prompt_profile_service
-from ..llm_service import llm_service
+from ....core.database import AsyncSessionLocal
+from ...ai_orchestration_run import AIOrchestrationRunService
+from ...model.prompt_profile import prompt_profile_service
+from ...llm_service import llm_service
 
-from ...utils.timezone import now_cn_naive
+from ....utils.timezone import now_cn_naive
 SOURCE_ONBOARDING_ACTION_RE = re.compile(
     r"(新增|增加|添加|接入|配置|注册|建立|加个|加一个|加).{0,8}(信号源|来源|监控源|channel|source|webhook|飞书|github|url|rss)",
     re.IGNORECASE,
@@ -54,4 +54,3 @@ COMPLETE_WORKER_WAIT_TIMEOUT_SECONDS = 6.0
 
 def _utc_now_naive() -> datetime:
     return now_cn_naive()
-
diff --git a/backend/app/services/signal_source_repair/__init__.py b/backend/app/services/signal/signal_source_repair/__init__.py
similarity index 100%
rename from backend/app/services/signal_source_repair/__init__.py
rename to backend/app/services/signal/signal_source_repair/__init__.py
diff --git a/backend/app/services/signal_source_repair/errors.py b/backend/app/services/signal/signal_source_repair/errors.py
similarity index 100%
rename from backend/app/services/signal_source_repair/errors.py
rename to backend/app/services/signal/signal_source_repair/errors.py
diff --git a/backend/app/services/signal_source_repair/mixin_capture.py b/backend/app/services/signal/signal_source_repair/mixin_capture.py
similarity index 100%
rename from backend/app/services/signal_source_repair/mixin_capture.py
rename to backend/app/services/signal/signal_source_repair/mixin_capture.py
diff --git a/backend/app/services/signal_source_repair/mixin_data_access.py b/backend/app/services/signal/signal_source_repair/mixin_data_access.py
similarity index 100%
rename from backend/app/services/signal_source_repair/mixin_data_access.py
rename to backend/app/services/signal/signal_source_repair/mixin_data_access.py
diff --git a/backend/app/services/signal_source_repair/mixin_persist.py b/backend/app/services/signal/signal_source_repair/mixin_persist.py
similarity index 100%
rename from backend/app/services/signal_source_repair/mixin_persist.py
rename to backend/app/services/signal/signal_source_repair/mixin_persist.py
diff --git a/backend/app/services/signal_source_repair/mixin_repair.py b/backend/app/services/signal/signal_source_repair/mixin_repair.py
similarity index 100%
rename from backend/app/services/signal_source_repair/mixin_repair.py
rename to backend/app/services/signal/signal_source_repair/mixin_repair.py
diff --git a/backend/app/services/signal_source_repair/mixin_utils.py b/backend/app/services/signal/signal_source_repair/mixin_utils.py
similarity index 100%
rename from backend/app/services/signal_source_repair/mixin_utils.py
rename to backend/app/services/signal/signal_source_repair/mixin_utils.py
diff --git a/backend/app/services/signal_source_repair/service.py b/backend/app/services/signal/signal_source_repair/service.py
similarity index 100%
rename from backend/app/services/signal_source_repair/service.py
rename to backend/app/services/signal/signal_source_repair/service.py
diff --git a/backend/app/services/signal_source_repair/shared.py b/backend/app/services/signal/signal_source_repair/shared.py
similarity index 70%
rename from backend/app/services/signal_source_repair/shared.py
rename to backend/app/services/signal/signal_source_repair/shared.py
index 2b349c5f..ad5eadc2 100644
--- a/backend/app/services/signal_source_repair/shared.py
+++ b/backend/app/services/signal/signal_source_repair/shared.py
@@ -10,11 +10,11 @@ from typing import Any, Optional
 from sqlalchemy import and_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import SignalSourceRegistry, User
-from ...utils.audited_write import get_audit_context
-from ...utils.timezone import now_cn_naive
-from ..notification_service import NotificationService
-from ..operation_log_service import log_operation
+from ....models import SignalSourceRegistry, User
+from ....utils.audited_write import get_audit_context
+from ....utils.timezone import now_cn_naive
+from ...notification_service import NotificationService
+from ...operation_log_service import log_operation
 from ..signal_capture_service import ProactiveSignalCaptureService
 
 __all__ = [
diff --git a/backend/app/services/symbol_index/__init__.py b/backend/app/services/signal/symbol_index/__init__.py
similarity index 100%
rename from backend/app/services/symbol_index/__init__.py
rename to backend/app/services/signal/symbol_index/__init__.py
diff --git a/backend/app/services/symbol_index/mixin_parse_python.py b/backend/app/services/signal/symbol_index/mixin_parse_python.py
similarity index 100%
rename from backend/app/services/symbol_index/mixin_parse_python.py
rename to backend/app/services/signal/symbol_index/mixin_parse_python.py
diff --git a/backend/app/services/symbol_index/mixin_parse_typescript.py b/backend/app/services/signal/symbol_index/mixin_parse_typescript.py
similarity index 100%
rename from backend/app/services/symbol_index/mixin_parse_typescript.py
rename to backend/app/services/signal/symbol_index/mixin_parse_typescript.py
diff --git a/backend/app/services/symbol_index/mixin_query_overview.py b/backend/app/services/signal/symbol_index/mixin_query_overview.py
similarity index 100%
rename from backend/app/services/symbol_index/mixin_query_overview.py
rename to backend/app/services/signal/symbol_index/mixin_query_overview.py
diff --git a/backend/app/services/symbol_index/mixin_serialize.py b/backend/app/services/signal/symbol_index/mixin_serialize.py
similarity index 100%
rename from backend/app/services/symbol_index/mixin_serialize.py
rename to backend/app/services/signal/symbol_index/mixin_serialize.py
diff --git a/backend/app/services/symbol_index/mixin_sync_core.py b/backend/app/services/signal/symbol_index/mixin_sync_core.py
similarity index 100%
rename from backend/app/services/symbol_index/mixin_sync_core.py
rename to backend/app/services/signal/symbol_index/mixin_sync_core.py
diff --git a/backend/app/services/symbol_index/service.py b/backend/app/services/signal/symbol_index/service.py
similarity index 100%
rename from backend/app/services/symbol_index/service.py
rename to backend/app/services/signal/symbol_index/service.py
diff --git a/backend/app/services/symbol_index/shared.py b/backend/app/services/signal/symbol_index/shared.py
similarity index 91%
rename from backend/app/services/symbol_index/shared.py
rename to backend/app/services/signal/symbol_index/shared.py
index fbbc6b46..e6ba6b54 100644
--- a/backend/app/services/symbol_index/shared.py
+++ b/backend/app/services/signal/symbol_index/shared.py
@@ -19,10 +19,10 @@ from typing import Any, Optional
 from sqlalchemy import and_, delete, func, or_, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ...models import SymbolDefinition, SymbolReference
+from ....models import SymbolDefinition, SymbolReference
 
 
-from ...utils.timezone import CN_TZ, now_cn_aware, now_cn_naive
+from ....utils.timezone import CN_TZ, now_cn_aware, now_cn_naive
 TS_SYMBOL_RE = re.compile(
     r"^\s*(?:export\s+)?(?:default\s+)?(?:async\s+)?(?:function|class|interface|type|const)\s+([A-Za-z_][A-Za-z0-9_]*)",
     re.MULTILINE,
diff --git a/backend/app/services/signal_capture_service/mixin_capture_entry.py b/backend/app/services/signal_capture_service/mixin_capture_entry.py
deleted file mode 100644
index 075c816d..00000000
--- a/backend/app/services/signal_capture_service/mixin_capture_entry.py
+++ /dev/null
@@ -1,173 +0,0 @@
-from __future__ import annotations
-
-from .shared import *
-
-class SignalCaptureEntryMixin:
-    def __init__(self, db: AsyncSession):
-        self.db = db
-        self.llm = LLMService()
-
-    async def capture_from_feishu(
-        self,
-        group_chat_id: str,
-        message_content: str,
-        sender: str,
-        tenant_id: int = 1,
-        proposer_open_id: Optional[str] = None,
-        captured_at: Optional[datetime] = None,
-        mentioned_bot_names: Optional[List[str]] = None,
-        feishu_message_id: Optional[str] = None,
-        chat_type: Optional[str] = None,
-    ) -> Dict[str, Any]:
-        """
-        从飞书群聊捕获信号
-
-        触发条件：
-        - 提到产品、竞品、技术关键词
-        - 讨论架构、技术选型
-        - 分享技术文章
-        """
-        trace_id = f"feishu-{uuid4().hex[:12]}"
-        captured_dt = captured_at or now_cn_aware()
-        if captured_dt.tzinfo is None:
-            captured_dt = captured_dt.replace(tzinfo=CN_TZ)
-
-        proposer_name = self._normalize_single_line_text(sender or "未知用户", max_len=80) or "未知用户"
-        proposer_open_id = self._normalize_single_line_text(proposer_open_id or "", max_len=128) or None
-        self._emit_ai_think(
-            "capture_start",
-            trace_id=trace_id,
-            tenant_id=tenant_id,
-            group_chat_id=group_chat_id,
-            sender=proposer_name,
-        )
-
-        cleaned_message = self._sanitize_feishu_message(message_content)
-        if not cleaned_message:
-            self._emit_ai_think("capture_skip_empty", trace_id=trace_id)
-            return {"status": "ignored", "reason": "empty_or_emoji_only"}
-        if self._is_non_requirement_message(cleaned_message) and not self._is_question_like(cleaned_message):
-            self._emit_ai_think(
-                "capture_skip_noise",
-                trace_id=trace_id,
-                message_preview=cleaned_message[:120],
-            )
-            return {"status": "ignored", "reason": "non_requirement_noise"}
-
-        kernel = AIPMOKernelService(self.db, tenant_id=tenant_id)
-        try:
-            pipeline_result = await kernel.process_feishu_message(
-                group_chat_id=group_chat_id,
-                message_content=cleaned_message,
-                sender=proposer_name,
-                source_message_id=feishu_message_id,
-                source_sender_open_id=proposer_open_id,
-                captured_at=captured_dt,
-                chat_type=chat_type,
-            )
-            if not bool(pipeline_result.get("handled")):
-                self._emit_ai_think(
-                    "capture_kernel_failed",
-                    trace_id=trace_id,
-                    reason=pipeline_result.get("reason"),
-                    error=pipeline_result.get("error"),
-                )
-                return {
-                    "status": "error",
-                    "reason": str(pipeline_result.get("reason") or "kernel_not_handled"),
-                    "classification": "error",
-                    "project_scope": "error",
-                    "linked_project_ids": [],
-                    "signal_id": None,
-                    "created_project_id": None,
-                    "auto_tasks": [],
-                    "ai_trace_id": trace_id,
-                    "direct_reply_required": True,
-                    "direct_reply_text": "系统处理中出现异常，本次未执行入库。请稍后重试，或补充更明确的目标/对象/动作。",
-                }
-            self._emit_ai_think(
-                "capture_done_ai_pmo",
-                trace_id=trace_id,
-                classification=pipeline_result.get("classification"),
-                linked_project_ids=pipeline_result.get("linked_project_ids", []),
-                work_item_id=pipeline_result.get("work_item_id"),
-            )
-            pipeline_result = await self._apply_pipeline_post_actions(
-                trace_id=trace_id,
-                tenant_id=tenant_id,
-                cleaned_message=cleaned_message,
-                proposer_name=proposer_name,
-                captured_at=captured_dt,
-                pipeline_result=pipeline_result,
-            )
-            try:
-                await self._sync_feishu_recent_cache(
-                    tenant_id=tenant_id,
-                    group_chat_id=group_chat_id,
-                    sender=proposer_name,
-                    sender_open_id=proposer_open_id,
-                    message=cleaned_message,
-                    pipeline_result=pipeline_result,
-                )
-            except Exception as cache_exc:
-                self._emit_ai_think(
-                    "capture_recent_cache_sync_failed",
-                    trace_id=trace_id,
-                    error=str(cache_exc),
-                )
-            try:
-                asyncio.create_task(
-                    AdaptiveRAGService.ingest_feishu_message_async(
-                        tenant_id=tenant_id,
-                        content=cleaned_message,
-                        sender=proposer_name,
-                        chat_id=group_chat_id,
-                        message_id=feishu_message_id,
-                        captured_at=captured_dt,
-                        project_id=(
-                            int(pipeline_result["linked_project_ids"][0])
-                            if isinstance(pipeline_result.get("linked_project_ids"), list)
-                            and pipeline_result.get("linked_project_ids")
-                            else None
-                        ),
-                    )
-                )
-            except Exception:
-                pass
-            return pipeline_result
-        except Exception as exc:
-            self._emit_ai_think("capture_kernel_failed", trace_id=trace_id, error=str(exc))
-            try:
-                await self.db.rollback()
-            except Exception as rollback_exc:
-                self._emit_ai_think(
-                    "capture_kernel_failed_rollback_failed",
-                    trace_id=trace_id,
-                    error=str(rollback_exc),
-                )
-            return {
-                "status": "error",
-                "reason": "kernel_failed",
-                "classification": "error",
-                "project_scope": "error",
-                "linked_project_ids": [],
-                "signal_id": None,
-                "created_project_id": None,
-                "auto_tasks": [],
-                "ai_trace_id": trace_id,
-                "direct_reply_required": True,
-                "direct_reply_text": "系统处理中出现异常，本次未执行入库。请稍后重试，或补充更明确的目标/对象/动作。",
-            }
-
-        return await self._capture_from_feishu_legacy_flow(
-            trace_id=trace_id,
-            group_chat_id=group_chat_id,
-            message_content=message_content,
-            cleaned_message=cleaned_message,
-            proposer_name=proposer_name,
-            proposer_open_id=proposer_open_id,
-            mentioned_bot_names=mentioned_bot_names,
-            tenant_id=tenant_id,
-            captured_dt=captured_dt,
-        )
-
diff --git a/backend/app/services/skill/shared.py b/backend/app/services/skill/shared.py
index e7e6ef1a..aa343d74 100644
--- a/backend/app/services/skill/shared.py
+++ b/backend/app/services/skill/shared.py
@@ -15,7 +15,7 @@ from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
 from ...models import SkillTag, UserSkillBinding, UserWorkload, User, UserStatus, Task
-from ..ai_pmo_kernel import AIPMOKernelService
+from ..ai_pmo.ai_pmo_kernel import AIPMOKernelService
 
 
 # 系统预设 AI 开发专属技能标签
@@ -35,4 +35,3 @@ SYSTEM_SKILL_TAGS = [
     {"name": "Git", "slug": "git", "category": "tool", "sort_order": 12},
 ]
 
-
diff --git a/backend/app/services/sstc/charter_data.py b/backend/app/services/sstc/charter_data.py
index 061d598a..12579e3c 100644
--- a/backend/app/services/sstc/charter_data.py
+++ b/backend/app/services/sstc/charter_data.py
@@ -118,11 +118,20 @@ def _serialize_charter_task(task: Task) -> dict[str, Any]:
         "due_date": task.due_date.isoformat() if task.due_date else None,
     }
 
-def _serialize_alignment_record(record: AlignmentRecord) -> dict[str, Any]:
+def _serialize_alignment_record(
+    record: AlignmentRecord,
+    user_name: Optional[str] = None,
+) -> dict[str, Any]:
+    confirmed_at = None
+    if bool(record.is_confirmed):
+        ts = record.updated_at or record.created_at
+        confirmed_at = ts.isoformat() if ts else None
+
     return {
         "user_id": str(record.user_id),
+        "user_name": user_name or f"用户 {record.user_id}",
         "score": record.alignment_score,
         "confirmed": bool(record.is_confirmed),
         "comments": record.comments,
+        "confirmed_at": confirmed_at,
     }
-
diff --git a/backend/app/services/sstc/shared.py b/backend/app/services/sstc/shared.py
index a950ccb1..2ad74c29 100644
--- a/backend/app/services/sstc/shared.py
+++ b/backend/app/services/sstc/shared.py
@@ -48,7 +48,7 @@ from ...schemas.sstc import (
 )
 from ...services.llm_service import llm_service
 from ...services.ai_service_core import AIService
-from ...services.ai_pmo_kernel import AIPMOKernelService
+from ...services.ai_pmo.ai_pmo_kernel import AIPMOKernelService
 from ...services.operation_log_service import log_operation
 from ...services.auth import has_any_role
 from ...services.skill import recommend_personnel
@@ -61,7 +61,7 @@ from ...services.sstc_service_core import (
 )
 from ...services import workload as workload_service
 from ...services.budget_enforcement import BudgetEnforcementService
-from ...services.feishu_integration_service import get_feishu_service
+from ...services.integrations.feishu_integration_service import get_feishu_service
 from ...services.adaptive_rag_service import AdaptiveRAGService
 from ...services.context_cache_service import context_cache_service
 from ...services.task_persistence_core import build_task_create_draft, persist_task
@@ -142,4 +142,6 @@ RELEASE_STATUS_TRANSITIONS: dict[str, set[str]] = {
     "verified": set(),
 }
 
+# Keep underscore-prefixed constants/functions available to `from .shared import *`.
+__all__ = [name for name in globals() if not name.startswith("__")]
 
diff --git a/backend/app/services/sstc_service_core/mixin_build_views.py b/backend/app/services/sstc_service_core/mixin_build_views.py
index e6d9bd5b..7f94d872 100644
--- a/backend/app/services/sstc_service_core/mixin_build_views.py
+++ b/backend/app/services/sstc_service_core/mixin_build_views.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 from .shared_helpers import *
+from .shared_helpers import _to_json
 
 class SSTCBuildViewsMixin:
     async def build_overview(self, project_id: int) -> dict[str, Any]:
@@ -295,4 +296,3 @@ class SSTCBuildViewsMixin:
             ],
             "tasks_by_charter": tasks_by_charter,
         }
-
diff --git a/backend/app/services/sstc_service_core/mixin_fetch_core.py b/backend/app/services/sstc_service_core/mixin_fetch_core.py
index 310fd5a4..a0a02c1e 100644
--- a/backend/app/services/sstc_service_core/mixin_fetch_core.py
+++ b/backend/app/services/sstc_service_core/mixin_fetch_core.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 from .shared_helpers import *
+from .shared_helpers import _avg
 
 class SSTCFetchCoreMixin:
     def __init__(self, db: AsyncSession, tenant_id: int):
@@ -246,4 +247,3 @@ class SSTCFetchCoreMixin:
             "overdue": overdue,
             "progress": round((done / total) * 100, 2) if total else 0,
         }
-
diff --git a/backend/app/services/sstc_service_core/service.py b/backend/app/services/sstc_service_core/service.py
index d3f57f64..25a46d0f 100644
--- a/backend/app/services/sstc_service_core/service.py
+++ b/backend/app/services/sstc_service_core/service.py
@@ -3,6 +3,15 @@ from __future__ import annotations
 from .mixin_build_views import SSTCBuildViewsMixin
 from .mixin_fetch_core import SSTCFetchCoreMixin
 from .mixin_members import SSTCMembersMixin
+from .shared import (
+    ALIGNED_STATUSES,
+    ARCHIVED_STATUSES,
+    BLOCKED_STATUSES,
+    DONE_STATUSES,
+    RELEASE_LIVE_STATUSES,
+    RELEASE_RELEASING_STATUSES,
+    RELEASE_VERIFIED_STATUSES,
+)
 
 
 class SSTCService(
diff --git a/backend/app/services/sstc_service_core/shared.py b/backend/app/services/sstc_service_core/shared.py
index dd180a68..084914f7 100644
--- a/backend/app/services/sstc_service_core/shared.py
+++ b/backend/app/services/sstc_service_core/shared.py
@@ -56,3 +56,6 @@ def _avg(values: Iterable[float]) -> float:
     return float(sum(values) / len(values))
 
 
+# Keep underscore-prefixed helpers available to `from .shared import *`.
+__all__ = [name for name in globals() if not name.startswith("__")]
+
diff --git a/backend/app/services/sstc_service_core/shared_helpers.py b/backend/app/services/sstc_service_core/shared_helpers.py
index 4803b670..bce5de56 100644
--- a/backend/app/services/sstc_service_core/shared_helpers.py
+++ b/backend/app/services/sstc_service_core/shared_helpers.py
@@ -22,3 +22,6 @@ def _avg(values: Iterable[float]) -> float:
         return 0.0
     return float(sum(values) / len(values))
 
+
+# Keep underscore-prefixed helpers available to `from .shared_helpers import *`.
+__all__ = [name for name in globals() if not name.startswith("__")]
diff --git a/backend/app/services/task_brief/__init__.py b/backend/app/services/task_brief/__init__.py
index 01ccb308..279cbc92 100644
--- a/backend/app/services/task_brief/__init__.py
+++ b/backend/app/services/task_brief/__init__.py
@@ -1,5 +1,11 @@
 from __future__ import annotations
 
 from .service import TaskBriefService
+from .shared import HIGH_CONTRACT_TEMPLATE_ID, HIGH_TEMPLATE_ID, LOW_TEMPLATE_ID
 
-__all__ = ["TaskBriefService"]
+__all__ = [
+    "TaskBriefService",
+    "LOW_TEMPLATE_ID",
+    "HIGH_TEMPLATE_ID",
+    "HIGH_CONTRACT_TEMPLATE_ID",
+]
diff --git a/backend/app/services/task_persistence_core/persist.py b/backend/app/services/task_persistence_core/persist.py
index 518f858b..5e707f0a 100644
--- a/backend/app/services/task_persistence_core/persist.py
+++ b/backend/app/services/task_persistence_core/persist.py
@@ -3,7 +3,7 @@
 from __future__ import annotations
 
 from .models import TaskCreateDraft
-from .shared import AsyncSession, Optional, Task, log_operation, workload as workload_service
+from .shared import AsyncSession, Optional, Task, log_operation, workload_service
 
 
 async def persist_task(
diff --git a/backend/app/services/workload/workload_alert_service.py b/backend/app/services/workload/workload_alert_service.py
index e8e586c0..cd113e38 100644
--- a/backend/app/services/workload/workload_alert_service.py
+++ b/backend/app/services/workload/workload_alert_service.py
@@ -8,10 +8,10 @@ from typing import Optional
 from sqlalchemy import and_, func, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from ..models import OperationLog, Task, User, UserProject, UserWorkload
-from ..integration_core.lark_service import lark_service
+from ...models import OperationLog, Task, User, UserProject, UserWorkload
+from ..integrations.integration_core.lark_service import lark_service
 
-from ..utils.timezone import now_cn_naive
+from ...utils.timezone import now_cn_naive
 DONE_STATUSES = {"done", "completed", "closed", "resolved", "archived"}
 
 
diff --git a/backend/scripts/p1_real_validate.py b/backend/scripts/p1_real_validate.py
new file mode 100644
index 00000000..2c27de67
--- /dev/null
+++ b/backend/scripts/p1_real_validate.py
@@ -0,0 +1,313 @@
+import asyncio
+import json
+import time
+import urllib.request
+import urllib.parse
+from datetime import datetime
+from typing import Any, Optional
+
+from sqlalchemy import select, func
+
+from app.core.database import AsyncSessionLocal
+from app.models import AIOrchestrationRun, FeishuReplyOutbox, AIProcessingLog, AICallLog
+
+BASE = "http://127.0.0.1:8000"
+CHAT_ID = "oc_c487d87563e48c2f9566ccd5a758212c"
+SENDER = "P1验收机器人"
+
+CASES = [
+    {"idx": 1, "message": "杨宇现在负载多少", "expected_scene": "member_workload", "keys": ["杨宇", "负载"]},
+    {"idx": 2, "message": "最近AI行业有什么动态", "expected_scene": "external_trend", "keys": ["AI行业", "行业", "动态", "趋势"]},
+    {"idx": 3, "message": "帮我创建个项目叫路由验收测试，顺便问下现在有几个进行中的项目", "expected_scene": "mixed", "keys": ["顺便", "问题部分", "需求部分", "进行中的项目"]},
+    {"idx": 4, "message": "AI劝退助手项目进展怎么样", "expected_scene": "default", "keys": ["AI劝退助手", "进展怎么样", "项目进展"]},
+    {"idx": 5, "message": "帮我看看宠物行业最新动态", "expected_scene": "external_trend", "keys": ["宠物行业", "最新动态", "行业", "动态"]},
+]
+
+BANNED_PREFIXES = ["让我先", "让我尝试", "我来看看", "我先查", "让我看看", "我需要先"]
+
+
+def login_token() -> str:
+    data = urllib.parse.urlencode({"username": "admin", "password": "admin123"}).encode()
+    req = urllib.request.Request(
+        f"{BASE}/auth/login",
+        data=data,
+        headers={"Content-Type": "application/x-www-form-urlencoded"},
+    )
+    with urllib.request.urlopen(req, timeout=30) as resp:
+        payload = json.loads(resp.read().decode("utf-8"))
+    return str(payload.get("access_token") or "")
+
+
+def post_capture(token: str, *, message: str, message_id: str) -> dict[str, Any]:
+    payload = {
+        "group_chat_id": CHAT_ID,
+        "message_content": message,
+        "sender": SENDER,
+        "feishu_message_id": message_id,
+    }
+    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
+    req = urllib.request.Request(
+        f"{BASE}/ai-steward/ai-steward/signal/capture-feishu",
+        data=body,
+        headers={"Authorization": f"Bearer {token}", "Content-Type": "application/json"},
+    )
+    with urllib.request.urlopen(req, timeout=240) as resp:
+        text = resp.read().decode("utf-8")
+    try:
+        return json.loads(text)
+    except Exception:
+        return {"raw": text}
+
+
+def detect_prompt_scene(prompt: str) -> Optional[str]:
+    p = str(prompt or "")
+    if "你是 PMFlow 的团队协作助手。" in p:
+        return "member_workload"
+    if "你是 PMFlow 的市场情报助手。" in p:
+        return "external_trend"
+    if "用户消息同时包含问题和需求。" in p:
+        return "mixed"
+    if "你是 PMFlow 的 AI 项目管理官。" in p:
+        return "ai_pmo"
+    if "用户通过飞书直接提问。" in p:
+        return "feishu_direct"
+    if "你是 PMFlow 的 RAG 问答助手" in p:
+        return "default"
+    return None
+
+
+def infer_scene_from_reply(reply: str) -> str:
+    t = str(reply or "")
+    if "[回答]" in t and "[已收到需求]" in t:
+        return "mixed"
+    if "[行业动态]" in t and "[建议]" in t:
+        return "external_trend"
+    if ("负载" in t or "工作量" in t) and "%" in t and "项目列表" not in t:
+        return "member_workload"
+    if "完成率" in t:
+        return "default"
+    return "unknown"
+
+
+def has_thinking_leak(reply: str) -> bool:
+    for line in str(reply or "").splitlines():
+        s = line.strip()
+        if not s:
+            continue
+        if any(s.startswith(prefix) for prefix in BANNED_PREFIXES):
+            return True
+    return False
+
+
+async def fetch_max_ai_call_id(db) -> int:
+    m = (await db.execute(select(func.max(AICallLog.id)))).scalar()
+    return int(m or 0)
+
+
+async def wait_run(db, source_message_id: str, timeout: int = 540) -> Optional[AIOrchestrationRun]:
+    deadline = time.time() + timeout
+    last = None
+    while time.time() < deadline:
+        row = (
+            await db.execute(
+                select(AIOrchestrationRun)
+                .where(AIOrchestrationRun.source_message_id == source_message_id)
+                .order_by(AIOrchestrationRun.id.desc())
+                .limit(1)
+            )
+        ).scalar_one_or_none()
+        if row is not None:
+            last = row
+            s = str(row.status or "").lower()
+            if s in {"succeeded", "failed", "cancelled"}:
+                return row
+        await asyncio.sleep(2)
+    return last
+
+
+async def fetch_outbox(db, source_message_id: str):
+    return (
+        await db.execute(
+            select(FeishuReplyOutbox)
+            .where(FeishuReplyOutbox.source_message_id == source_message_id)
+            .order_by(FeishuReplyOutbox.id.asc())
+        )
+    ).scalars().all()
+
+
+async def wait_outbox(db, source_message_id: str, run_status: str, timeout: int = 240):
+    deadline = time.time() + timeout
+    expected = 2 if run_status == "succeeded" else 1
+    latest = []
+    while time.time() < deadline:
+        latest = await fetch_outbox(db, source_message_id)
+        sent = [r for r in latest if str(r.status or "") == "sent"]
+        if len(sent) >= expected:
+            return latest
+        await asyncio.sleep(2)
+    return latest
+
+
+async def fetch_processing(db, source_message_id: str):
+    return (
+        await db.execute(
+            select(AIProcessingLog)
+            .where(AIProcessingLog.feishu_message_id == source_message_id)
+            .order_by(AIProcessingLog.id.desc())
+            .limit(1)
+        )
+    ).scalar_one_or_none()
+
+
+async def fetch_scene_from_call_logs(db, min_id: int, keys: list[str]):
+    rows = (
+        await db.execute(
+            select(AICallLog)
+            .where(
+                AICallLog.id > min_id,
+                AICallLog.function_name.in_(["adaptive_rag_answer_normal", "adaptive_rag_answer_deep"]),
+            )
+            .order_by(AICallLog.id.asc())
+            .limit(160)
+        )
+    ).scalars().all()
+
+    picked = "unknown"
+    inspected = []
+    lk = [k.lower() for k in keys if k]
+    for r in rows:
+        prompt = str(r.prompt or "")
+        pl = prompt.lower()
+        if lk and not any(k in pl for k in lk):
+            continue
+        sc = detect_prompt_scene(prompt)
+        inspected.append(
+            {
+                "id": int(r.id),
+                "scene": sc or "unknown",
+                "function_name": str(r.function_name or ""),
+                "created_at": str(r.created_at or ""),
+            }
+        )
+        if sc:
+            picked = sc
+
+    if picked == "unknown" and inspected:
+        picked = str(inspected[-1].get("scene") or "unknown")
+    return picked, inspected
+
+
+def evaluate(case_idx: int, scene: str, reply: str, run_status: str):
+    leak = has_thinking_leak(reply)
+    if case_idx == 1:
+        ok = scene == "member_workload" and "%" in reply and "项目列表" not in reply and not leak
+        return ok, "member_workload+百分比+无项目列表"
+    if case_idx == 2:
+        sec = "[行业动态]" in reply and ("[对项目影响]" in reply or "[对项目的影响]" in reply) and "[建议]" in reply
+        src = "未接入实时数据" in reply or "训练数据" in reply or "数据来源" in reply
+        ok = scene == "external_trend" and sec and src and not leak
+        return ok, "external_trend+三段+来源限制"
+    if case_idx == 3:
+        mixed = "[回答]" in reply and "[已收到需求]" in reply
+        prog = "进行中" in reply
+        ok = scene == "mixed" and run_status == "succeeded" and mixed and prog and not leak
+        return ok, "mixed+创建+进行中数量"
+    if case_idx == 4:
+        ok = scene == "default" and "完成率" in reply and "%" in reply and not leak
+        return ok, "default+完成率"
+    if case_idx == 5:
+        ok = scene == "external_trend" and not leak
+        return ok, "external_trend+无思考外漏"
+    return False, "unknown"
+
+
+async def run_case(token: str, case: dict[str, Any]):
+    idx = int(case["idx"])
+    message = str(case["message"])
+    source_message_id = f"real-scene-p1-v2-{idx}-{int(time.time())}"
+
+    async with AsyncSessionLocal() as db:
+        before_call_id = await fetch_max_ai_call_id(db)
+
+    capture = post_capture(token, message=message, message_id=source_message_id)
+
+    async with AsyncSessionLocal() as db:
+        run_row = await wait_run(db, source_message_id)
+        run_status = str(getattr(run_row, "status", "missing") or "missing") if run_row is not None else "missing"
+        outbox_rows = await wait_outbox(db, source_message_id, run_status)
+        processing = await fetch_processing(db, source_message_id)
+        prompt_scene, candidates = await fetch_scene_from_call_logs(db, before_call_id, list(case.get("keys") or []))
+
+    sent = [r for r in outbox_rows if str(r.status or "") == "sent"]
+    ack = str(sent[0].message_text or "").strip() if sent else ""
+    final_reply = str(sent[-1].message_text or "").strip() if sent else ""
+    if not final_reply:
+        final_reply = str(capture.get("direct_reply_text") or "").strip()
+
+    inferred_scene = infer_scene_from_reply(final_reply)
+    actual_scene = prompt_scene if prompt_scene != "unknown" else inferred_scene
+
+    passed, rule = evaluate(idx, actual_scene, final_reply, run_status)
+
+    return {
+        "idx": idx,
+        "source_message_id": source_message_id,
+        "message": message,
+        "expected_scene": str(case["expected_scene"]),
+        "prompt_scene": prompt_scene,
+        "inferred_scene": inferred_scene,
+        "actual_scene": actual_scene,
+        "capture_status": str(capture.get("status") or ""),
+        "run_status": run_status,
+        "ack": ack,
+        "final_reply": final_reply,
+        "has_capacity_warning": "⚠ 产能提示" in final_reply,
+        "thinking_leak": has_thinking_leak(final_reply),
+        "processing": {
+            "route": str(getattr(processing, "route", "") or ""),
+            "intent": str(getattr(processing, "intent", "") or ""),
+            "status": str(getattr(processing, "processing_status", "") or ""),
+            "duration_ms": int(getattr(processing, "duration_ms", 0) or 0),
+            "error_message": str(getattr(processing, "error_message", "") or ""),
+            "reply_source": str(getattr(processing, "reply_source", "") or ""),
+        },
+        "outbox": [
+            {
+                "id": int(r.id),
+                "status": str(r.status or ""),
+                "attempts": int(r.attempts or 0),
+                "created_at": str(r.created_at or ""),
+                "text": str(r.message_text or ""),
+            }
+            for r in outbox_rows
+        ],
+        "call_log_candidates": candidates,
+        "pass": passed,
+        "pass_rule": rule,
+    }
+
+
+async def main():
+    token = login_token()
+    if not token:
+        raise RuntimeError("token empty")
+
+    results = []
+    for case in CASES:
+        print(f"[RUN] case {case['idx']} -> {case['message']}", flush=True)
+        one = await run_case(token, case)
+        print(f"[DONE] case {one['idx']} scene={one['actual_scene']} pass={one['pass']} run={one['run_status']}", flush=True)
+        results.append(one)
+        await asyncio.sleep(2)
+
+    payload = {
+        "generated_at": datetime.now().isoformat(),
+        "chat_id": CHAT_ID,
+        "results": results,
+    }
+    print("===RESULT_JSON_START===")
+    print(json.dumps(payload, ensure_ascii=False))
+    print("===RESULT_JSON_END===")
+
+
+asyncio.run(main())
diff --git a/backend/tmp_p1_real_validate_v4.py b/backend/tmp_p1_real_validate_v4.py
new file mode 100644
index 00000000..1b5360d8
--- /dev/null
+++ b/backend/tmp_p1_real_validate_v4.py
@@ -0,0 +1,330 @@
+import asyncio
+import json
+import time
+import urllib.parse
+import urllib.request
+from datetime import datetime
+from typing import Any
+
+from sqlalchemy import text
+
+from app.core.database import AsyncSessionLocal
+
+BASE = "http://127.0.0.1:8000"
+CHAT_ID = "oc_c487d87563e48c2f9566ccd5a758212c"
+SENDER = "P1验收机器人"
+
+CASES = [
+    {"idx": 1, "message": "杨宇现在负载多少", "expected_scene": "member_workload", "keys": ["杨宇", "负载"]},
+    {"idx": 2, "message": "最近AI行业有什么动态", "expected_scene": "external_trend", "keys": ["AI行业", "行业", "动态", "趋势"]},
+    {"idx": 3, "message": "帮我创建个项目叫路由验收测试，顺便问下现在有几个进行中的项目", "expected_scene": "mixed", "keys": ["顺便", "问题部分", "需求部分", "进行中的项目"]},
+    {"idx": 4, "message": "AI劝退助手项目进展怎么样", "expected_scene": "default", "keys": ["AI劝退助手", "进展怎么样", "项目进展"]},
+    {"idx": 5, "message": "帮我看看宠物行业最新动态", "expected_scene": "external_trend", "keys": ["宠物行业", "最新动态", "行业", "动态"]},
+]
+
+BANNED_PREFIXES = ["让我先", "让我尝试", "我来看看", "我先查", "让我看看", "我需要先"]
+
+
+def login_token() -> str:
+    data = urllib.parse.urlencode({"username": "admin", "password": "admin123"}).encode()
+    req = urllib.request.Request(
+        f"{BASE}/auth/login",
+        data=data,
+        headers={"Content-Type": "application/x-www-form-urlencoded"},
+    )
+    with urllib.request.urlopen(req, timeout=30) as resp:
+        payload = json.loads(resp.read().decode("utf-8"))
+    return str(payload.get("access_token") or "")
+
+
+def post_capture(token: str, message: str, source_message_id: str) -> dict[str, Any]:
+    payload = {
+        "group_chat_id": CHAT_ID,
+        "message_content": message,
+        "sender": SENDER,
+        "feishu_message_id": source_message_id,
+    }
+    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
+    req = urllib.request.Request(
+        f"{BASE}/ai-steward/ai-steward/signal/capture-feishu",
+        data=body,
+        headers={"Authorization": f"Bearer {token}", "Content-Type": "application/json"},
+    )
+    with urllib.request.urlopen(req, timeout=240) as resp:
+        text_body = resp.read().decode("utf-8")
+    try:
+        return json.loads(text_body)
+    except Exception:
+        return {"raw": text_body}
+
+
+def detect_prompt_scene(prompt: str) -> str:
+    p = str(prompt or "")
+    if "你是 PMFlow 的团队协作助手。" in p:
+        return "member_workload"
+    if "你是 PMFlow 的市场情报助手。" in p:
+        return "external_trend"
+    if "用户消息同时包含问题和需求。" in p:
+        return "mixed"
+    if "你是 PMFlow 的 AI 项目管理官。" in p:
+        return "ai_pmo"
+    if "用户通过飞书直接提问。" in p:
+        return "feishu_direct"
+    if "你是 PMFlow 的 RAG 问答助手" in p:
+        return "default"
+    return "unknown"
+
+
+def infer_scene_from_reply(reply: str) -> str:
+    t = str(reply or "")
+    if "[回答]" in t and "[已收到需求]" in t:
+        return "mixed"
+    if "[行业动态]" in t and "[建议]" in t:
+        return "external_trend"
+    if ("负载" in t or "工作量" in t) and "%" in t and "项目列表" not in t:
+        return "member_workload"
+    if "完成率" in t:
+        return "default"
+    return "unknown"
+
+
+def has_thinking_leak(reply: str) -> bool:
+    for line in str(reply or "").splitlines():
+        s = line.strip()
+        if not s:
+            continue
+        if any(s.startswith(prefix) for prefix in BANNED_PREFIXES):
+            return True
+    return False
+
+
+async def get_max_ai_call_id() -> int:
+    async with AsyncSessionLocal() as db:
+        row = (
+            await db.execute(text("SELECT COALESCE(MAX(id), 0) AS v FROM ai_call_logs"))
+        ).mappings().first()
+    return int((row or {}).get("v") or 0)
+
+
+async def wait_run(source_message_id: str, timeout_sec: int = 600) -> dict[str, Any] | None:
+    deadline = time.time() + timeout_sec
+    last = None
+    while time.time() < deadline:
+        async with AsyncSessionLocal() as db:
+            row = (
+                await db.execute(
+                    text(
+                        """
+                        SELECT id, status, trace_id, source_message_id, created_at, updated_at
+                        FROM ai_orchestration_runs
+                        WHERE source_message_id = :sid
+                        ORDER BY id DESC
+                        LIMIT 1
+                        """
+                    ),
+                    {"sid": source_message_id},
+                )
+            ).mappings().first()
+        if row:
+            last = dict(row)
+            status = str(last.get("status") or "").lower()
+            if status in {"succeeded", "failed", "cancelled", "waiting_manual"}:
+                return last
+        await asyncio.sleep(2)
+    return last
+
+
+async def wait_outbox(source_message_id: str, expected_sent: int, timeout_sec: int = 300) -> list[dict[str, Any]]:
+    deadline = time.time() + timeout_sec
+    latest: list[dict[str, Any]] = []
+    while time.time() < deadline:
+        async with AsyncSessionLocal() as db:
+            rows = (
+                await db.execute(
+                    text(
+                        """
+                        SELECT id, status, attempts, message_text, created_at
+                        FROM feishu_reply_outbox
+                        WHERE source_message_id = :sid
+                        ORDER BY id ASC
+                        """
+                    ),
+                    {"sid": source_message_id},
+                )
+            ).mappings().all()
+        latest = [dict(r) for r in rows]
+        sent_count = sum(1 for r in latest if str(r.get("status") or "") == "sent")
+        if sent_count >= expected_sent:
+            return latest
+        await asyncio.sleep(2)
+    return latest
+
+
+async def fetch_processing(source_message_id: str) -> dict[str, Any]:
+    async with AsyncSessionLocal() as db:
+        row = (
+            await db.execute(
+                text(
+                    """
+                    SELECT id, route, intent, processing_status, duration_ms, error_message, reply_source, created_at
+                    FROM ai_processing_logs
+                    WHERE feishu_message_id = :sid
+                    ORDER BY id DESC
+                    LIMIT 1
+                    """
+                ),
+                {"sid": source_message_id},
+            )
+        ).mappings().first()
+    return dict(row or {})
+
+
+async def fetch_prompt_scene(min_id: int, keys: list[str]) -> tuple[str, list[dict[str, Any]]]:
+    async with AsyncSessionLocal() as db:
+        rows = (
+            await db.execute(
+                text(
+                    """
+                    SELECT id, function_name, prompt, created_at
+                    FROM ai_call_logs
+                    WHERE id > :min_id
+                      AND function_name IN ('adaptive_rag_answer_normal', 'adaptive_rag_answer_deep')
+                    ORDER BY id ASC
+                    LIMIT 400
+                    """
+                ),
+                {"min_id": min_id},
+            )
+        ).mappings().all()
+
+    lowered = [str(k).lower() for k in (keys or []) if str(k).strip()]
+    picked = "unknown"
+    candidates: list[dict[str, Any]] = []
+    for r in rows:
+        prompt = str(r.get("prompt") or "")
+        pl = prompt.lower()
+        if lowered and not any(k in pl for k in lowered):
+            continue
+        scene = detect_prompt_scene(prompt)
+        candidates.append(
+            {
+                "id": int(r.get("id") or 0),
+                "scene": scene,
+                "function_name": str(r.get("function_name") or ""),
+                "created_at": str(r.get("created_at") or ""),
+            }
+        )
+        if scene != "unknown":
+            picked = scene
+
+    if picked == "unknown" and candidates:
+        picked = str(candidates[-1].get("scene") or "unknown")
+    return picked, candidates
+
+
+def evaluate(case_idx: int, scene: str, reply: str, run_status: str) -> tuple[bool, str]:
+    leak = has_thinking_leak(reply)
+    if case_idx == 1:
+        ok = scene == "member_workload" and "%" in reply and "项目列表" not in reply and not leak
+        return ok, "member_workload+百分比+无项目列表"
+    if case_idx == 2:
+        sec = "[行业动态]" in reply and ("[对项目影响]" in reply or "[对项目的影响]" in reply) and "[建议]" in reply
+        src = "未接入实时数据" in reply or "训练数据" in reply or "数据来源" in reply
+        ok = scene == "external_trend" and sec and src and not leak
+        return ok, "external_trend+三段+来源限制"
+    if case_idx == 3:
+        mixed = "[回答]" in reply and "[已收到需求]" in reply
+        prog = "进行中" in reply
+        ok = scene == "mixed" and run_status == "succeeded" and mixed and prog and not leak
+        return ok, "mixed+创建+进行中数量"
+    if case_idx == 4:
+        ok = scene == "default" and "完成率" in reply and "%" in reply and not leak
+        return ok, "default+完成率"
+    if case_idx == 5:
+        ok = scene == "external_trend" and not leak
+        return ok, "external_trend+无思考外漏"
+    return False, "unknown"
+
+
+async def run_case(token: str, case: dict[str, Any]) -> dict[str, Any]:
+    idx = int(case["idx"])
+    source_message_id = f"real-scene-p1-v4-{idx}-{int(time.time())}"
+    message = str(case["message"])
+
+    before_call_id = await get_max_ai_call_id()
+    capture = post_capture(token, message, source_message_id)
+
+    run_row = await wait_run(source_message_id)
+    run_status = str((run_row or {}).get("status") or "missing")
+    expected_sent = 2 if run_status == "succeeded" else 1
+    outbox_rows = await wait_outbox(source_message_id, expected_sent)
+
+    sent = [r for r in outbox_rows if str(r.get("status") or "") == "sent"]
+    ack = str(sent[0].get("message_text") or "").strip() if sent else ""
+    final_reply = str(sent[-1].get("message_text") or "").strip() if sent else ""
+    if not final_reply:
+        final_reply = str(capture.get("direct_reply_text") or "").strip()
+
+    processing = await fetch_processing(source_message_id)
+    prompt_scene, candidates = await fetch_prompt_scene(before_call_id, list(case.get("keys") or []))
+    inferred_scene = infer_scene_from_reply(final_reply)
+    actual_scene = prompt_scene if prompt_scene != "unknown" else inferred_scene
+    passed, pass_rule = evaluate(idx, actual_scene, final_reply, run_status)
+
+    return {
+        "idx": idx,
+        "source_message_id": source_message_id,
+        "message": message,
+        "expected_scene": str(case["expected_scene"]),
+        "capture_status": str(capture.get("status") or ""),
+        "run_status": run_status,
+        "prompt_scene": prompt_scene,
+        "inferred_scene": inferred_scene,
+        "actual_scene": actual_scene,
+        "ack": ack,
+        "final_reply": final_reply,
+        "thinking_leak": has_thinking_leak(final_reply),
+        "has_capacity_warning": "⚠ 产能提示" in final_reply,
+        "processing": {
+            "route": str(processing.get("route") or ""),
+            "intent": str(processing.get("intent") or ""),
+            "status": str(processing.get("processing_status") or ""),
+            "duration_ms": int(processing.get("duration_ms") or 0),
+            "error_message": str(processing.get("error_message") or ""),
+            "reply_source": str(processing.get("reply_source") or ""),
+        },
+        "outbox": outbox_rows,
+        "call_log_candidates": candidates,
+        "pass": passed,
+        "pass_rule": pass_rule,
+    }
+
+
+async def main() -> None:
+    token = login_token()
+    if not token:
+        raise RuntimeError("token empty")
+
+    results = []
+    for case in CASES:
+        print(f"[RUN] case {case['idx']} -> {case['message']}", flush=True)
+        one = await run_case(token, case)
+        print(
+            f"[DONE] case {one['idx']} scene={one['actual_scene']} pass={one['pass']} run={one['run_status']} leak={one['thinking_leak']}",
+            flush=True,
+        )
+        results.append(one)
+        await asyncio.sleep(2)
+
+    payload = {
+        "generated_at": datetime.now().isoformat(),
+        "chat_id": CHAT_ID,
+        "results": results,
+    }
+    print("===RESULT_JSON_START===")
+    print(json.dumps(payload, ensure_ascii=False))
+    print("===RESULT_JSON_END===")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/backend/tmp_run_feishu_case.py b/backend/tmp_run_feishu_case.py
new file mode 100644
index 00000000..81359fda
--- /dev/null
+++ b/backend/tmp_run_feishu_case.py
@@ -0,0 +1,291 @@
+import argparse
+import asyncio
+import json
+import time
+import urllib.parse
+import urllib.request
+from datetime import datetime
+from typing import Any, Optional
+
+from sqlalchemy import func, select
+
+from app.core.database import AsyncSessionLocal
+from app.models import AICallLog, AIOrchestrationRun, AIProcessingLog, FeishuReplyOutbox
+
+BASE = "http://127.0.0.1:8000"
+CHAT_ID = "oc_c487d87563e48c2f9566ccd5a758212c"
+SENDER = "P1验收机器人"
+BANNED_PREFIXES = ["让我先", "让我尝试", "我来看看", "我先查", "让我看看", "我需要先"]
+
+
+def login_token() -> str:
+    data = urllib.parse.urlencode({"username": "admin", "password": "admin123"}).encode()
+    req = urllib.request.Request(
+        f"{BASE}/auth/login",
+        data=data,
+        headers={"Content-Type": "application/x-www-form-urlencoded"},
+    )
+    with urllib.request.urlopen(req, timeout=30) as resp:
+        payload = json.loads(resp.read().decode("utf-8"))
+    return str(payload.get("access_token") or "")
+
+
+def post_capture(token: str, message: str, source_message_id: str) -> dict[str, Any]:
+    payload = {
+        "group_chat_id": CHAT_ID,
+        "message_content": message,
+        "sender": SENDER,
+        "feishu_message_id": source_message_id,
+    }
+    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
+    req = urllib.request.Request(
+        f"{BASE}/ai-steward/ai-steward/signal/capture-feishu",
+        data=body,
+        headers={"Authorization": f"Bearer {token}", "Content-Type": "application/json"},
+    )
+    with urllib.request.urlopen(req, timeout=120) as resp:
+        text = resp.read().decode("utf-8")
+    try:
+        return json.loads(text)
+    except Exception:
+        return {"raw": text}
+
+
+def detect_prompt_scene(prompt: str) -> Optional[str]:
+    p = str(prompt or "")
+    if "你是 PMFlow 的团队协作助手。" in p:
+        return "member_workload"
+    if "你是 PMFlow 的市场情报助手。" in p:
+        return "external_trend"
+    if "用户消息同时包含问题和需求。" in p:
+        return "mixed"
+    if "你是 PMFlow 的 AI 项目管理官。" in p:
+        return "ai_pmo"
+    if "用户通过飞书直接提问。" in p:
+        return "feishu_direct"
+    if "你是 PMFlow 的 RAG 问答助手" in p:
+        return "default"
+    return None
+
+
+def infer_scene_from_reply(reply: str) -> str:
+    t = str(reply or "")
+    if "[回答]" in t and "[已收到需求]" in t:
+        return "mixed"
+    if "[行业动态]" in t and "[建议]" in t:
+        return "external_trend"
+    if ("负载" in t or "工作量" in t) and "%" in t and "项目列表" not in t:
+        return "member_workload"
+    if "完成率" in t:
+        return "default"
+    return "unknown"
+
+
+def has_thinking_leak(text: str) -> bool:
+    for line in str(text or "").splitlines():
+        s = line.strip()
+        if not s:
+            continue
+        if any(s.startswith(prefix) for prefix in BANNED_PREFIXES):
+            return True
+    return False
+
+
+async def fetch_max_ai_call_id(db) -> int:
+    row = (await db.execute(select(func.max(AICallLog.id)))).scalar()
+    return int(row or 0)
+
+
+async def wait_run(db, source_message_id: str, timeout_sec: int = 720) -> Optional[AIOrchestrationRun]:
+    deadline = time.time() + timeout_sec
+    last = None
+    while time.time() < deadline:
+        row = (
+            await db.execute(
+                select(AIOrchestrationRun)
+                .where(AIOrchestrationRun.source_message_id == source_message_id)
+                .order_by(AIOrchestrationRun.id.desc())
+                .limit(1)
+            )
+        ).scalar_one_or_none()
+        if row is not None:
+            last = row
+            st = str(row.status or "").lower()
+            if st in {"succeeded", "failed", "cancelled"}:
+                return row
+        await asyncio.sleep(2)
+    return last
+
+
+async def wait_outbox(db, source_message_id: str, run_status: str, timeout_sec: int = 300) -> list[FeishuReplyOutbox]:
+    deadline = time.time() + timeout_sec
+    expected = 2 if run_status == "succeeded" else 1
+    latest: list[FeishuReplyOutbox] = []
+    while time.time() < deadline:
+        latest = (
+            await db.execute(
+                select(FeishuReplyOutbox)
+                .where(FeishuReplyOutbox.source_message_id == source_message_id)
+                .order_by(FeishuReplyOutbox.id.asc())
+            )
+        ).scalars().all()
+        sent = [r for r in latest if str(r.status or "") == "sent"]
+        if len(sent) >= expected:
+            return latest
+        await asyncio.sleep(2)
+    return latest
+
+
+async def fetch_processing(db, source_message_id: str) -> Optional[AIProcessingLog]:
+    return (
+        await db.execute(
+            select(AIProcessingLog)
+            .where(AIProcessingLog.feishu_message_id == source_message_id)
+            .order_by(AIProcessingLog.id.desc())
+            .limit(1)
+        )
+    ).scalar_one_or_none()
+
+
+async def fetch_prompt_scene(db, min_call_id: int, keys: list[str]) -> tuple[str, list[dict[str, Any]]]:
+    rows = (
+        await db.execute(
+            select(AICallLog)
+            .where(
+                AICallLog.id > min_call_id,
+                AICallLog.function_name.in_(["adaptive_rag_answer_normal", "adaptive_rag_answer_deep"]),
+            )
+            .order_by(AICallLog.id.asc())
+            .limit(200)
+        )
+    ).scalars().all()
+
+    lowered = [k.lower() for k in keys if k]
+    picked = "unknown"
+    candidates: list[dict[str, Any]] = []
+
+    for row in rows:
+        prompt = str(row.prompt or "")
+        pl = prompt.lower()
+        if lowered and not any(k in pl for k in lowered):
+            continue
+        scene = detect_prompt_scene(prompt)
+        candidates.append(
+            {
+                "id": int(row.id),
+                "scene": scene or "unknown",
+                "function": str(row.function_name or ""),
+                "created_at": str(row.created_at or ""),
+            }
+        )
+        if scene:
+            picked = scene
+
+    if picked == "unknown" and candidates:
+        picked = str(candidates[-1].get("scene") or "unknown")
+
+    return picked, candidates
+
+
+def evaluate(idx: int, actual_scene: str, final_reply: str, run_status: str) -> tuple[bool, str]:
+    leak = has_thinking_leak(final_reply)
+    if idx == 1:
+        ok = actual_scene == "member_workload" and "%" in final_reply and "项目列表" not in final_reply and not leak
+        return ok, "member_workload+百分比+无项目列表"
+    if idx == 2:
+        sec = "[行业动态]" in final_reply and ("[对项目影响]" in final_reply or "[对项目的影响]" in final_reply) and "[建议]" in final_reply
+        src = "未接入实时数据" in final_reply or "训练数据" in final_reply or "数据来源" in final_reply
+        ok = actual_scene == "external_trend" and sec and src and not leak
+        return ok, "external_trend+三段输出+来源限制"
+    if idx == 3:
+        mixed = "[回答]" in final_reply and "[已收到需求]" in final_reply
+        prog = "进行中" in final_reply
+        ok = actual_scene == "mixed" and run_status == "succeeded" and mixed and prog and not leak
+        return ok, "mixed+创建成功+进行中数量"
+    if idx == 4:
+        ok = actual_scene == "default" and "完成率" in final_reply and "%" in final_reply and not leak
+        return ok, "default+项目状态完成率"
+    if idx == 5:
+        ok = actual_scene == "external_trend" and not leak
+        return ok, "external_trend+无思考外漏"
+    return False, "unknown"
+
+
+async def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--idx", type=int, required=True)
+    parser.add_argument("--message", type=str, required=True)
+    parser.add_argument("--keys", type=str, default="")
+    parser.add_argument("--prefix", type=str, default="real-scene-p1-manual")
+    args = parser.parse_args()
+
+    keys = [k.strip() for k in str(args.keys).split("|") if k.strip()]
+    source_message_id = f"{args.prefix}-{args.idx}-{int(time.time())}"
+
+    token = login_token()
+    if not token:
+        raise RuntimeError("token empty")
+
+    async with AsyncSessionLocal() as db:
+        before_call_id = await fetch_max_ai_call_id(db)
+
+    capture = post_capture(token, args.message, source_message_id)
+
+    async with AsyncSessionLocal() as db:
+        run_row = await wait_run(db, source_message_id)
+        run_status = str(getattr(run_row, "status", "missing") or "missing") if run_row is not None else "missing"
+        outbox_rows = await wait_outbox(db, source_message_id, run_status)
+        processing = await fetch_processing(db, source_message_id)
+        prompt_scene, candidates = await fetch_prompt_scene(db, before_call_id, keys)
+
+    sent_rows = [r for r in outbox_rows if str(r.status or "") == "sent"]
+    ack = str(sent_rows[0].message_text or "").strip() if sent_rows else ""
+    final_reply = str(sent_rows[-1].message_text or "").strip() if sent_rows else ""
+    if not final_reply:
+        final_reply = str(capture.get("direct_reply_text") or "").strip()
+
+    inferred_scene = infer_scene_from_reply(final_reply)
+    actual_scene = prompt_scene if prompt_scene != "unknown" else inferred_scene
+    passed, pass_rule = evaluate(args.idx, actual_scene, final_reply, run_status)
+
+    payload = {
+        "generated_at": datetime.now().isoformat(),
+        "idx": args.idx,
+        "source_message_id": source_message_id,
+        "message": args.message,
+        "capture_status": str(capture.get("status") or ""),
+        "run_status": run_status,
+        "ack": ack,
+        "final_reply": final_reply,
+        "prompt_scene": prompt_scene,
+        "inferred_scene": inferred_scene,
+        "actual_scene": actual_scene,
+        "thinking_leak": has_thinking_leak(final_reply),
+        "has_capacity_warning": "⚠ 产能提示" in final_reply,
+        "processing": {
+            "route": str(getattr(processing, "route", "") or ""),
+            "intent": str(getattr(processing, "intent", "") or ""),
+            "status": str(getattr(processing, "processing_status", "") or ""),
+            "duration_ms": int(getattr(processing, "duration_ms", 0) or 0),
+            "error_message": str(getattr(processing, "error_message", "") or ""),
+            "reply_source": str(getattr(processing, "reply_source", "") or ""),
+        },
+        "outbox": [
+            {
+                "id": int(r.id),
+                "status": str(r.status or ""),
+                "attempts": int(r.attempts or 0),
+                "created_at": str(r.created_at or ""),
+                "text": str(r.message_text or ""),
+            }
+            for r in outbox_rows
+        ],
+        "call_log_candidates": candidates,
+        "pass": passed,
+        "pass_rule": pass_rule,
+    }
+    print(json.dumps(payload, ensure_ascii=False))
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml
index 8f700188..0eab75b2 100644
--- a/docker-compose.dev.yml
+++ b/docker-compose.dev.yml
@@ -80,6 +80,22 @@ services:
       LLM_ROUTING_SAFETY_MODEL: ${LLM_ROUTING_SAFETY_MODEL:?missing_LLM_ROUTING_SAFETY_MODEL}
       LLM_DIRECT_EMERGENCY_ENABLED: ${LLM_DIRECT_EMERGENCY_ENABLED:?missing_LLM_DIRECT_EMERGENCY_ENABLED}
       LLM_REQUEST_TIMEOUT: ${LLM_REQUEST_TIMEOUT:?missing_LLM_REQUEST_TIMEOUT}
+      AI_PMO_INTENT_LLM_ENABLED: ${AI_PMO_INTENT_LLM_ENABLED:-true}
+      AI_PMO_INTENT_ARBITRATION_ENABLED: ${AI_PMO_INTENT_ARBITRATION_ENABLED:-true}
+      AI_PMO_INTENT_CONFLICT_POLICY: ${AI_PMO_INTENT_CONFLICT_POLICY:-pending_manual}
+      AI_PMO_INTENT_LLM_TIMEOUT_SECONDS: ${AI_PMO_INTENT_LLM_TIMEOUT_SECONDS:-30}
+      AI_PMO_INTENT_LLM_TIMEOUT_COMPLEX_SECONDS: ${AI_PMO_INTENT_LLM_TIMEOUT_COMPLEX_SECONDS:-55}
+      AI_PMO_INTENT_LLM_TIMEOUT_FALLBACK_SECONDS: ${AI_PMO_INTENT_LLM_TIMEOUT_FALLBACK_SECONDS:-45}
+      AI_PMO_INTENT_LLM_TOTAL_BUDGET_SECONDS: ${AI_PMO_INTENT_LLM_TOTAL_BUDGET_SECONDS:-70}
+      AI_PMO_INTENT_LLM_STAGE2_CONFIDENCE_THRESHOLD: ${AI_PMO_INTENT_LLM_STAGE2_CONFIDENCE_THRESHOLD:-0.72}
+      AI_PMO_INTENT_LLM_STAGE2_MIN_REMAINING_SECONDS: ${AI_PMO_INTENT_LLM_STAGE2_MIN_REMAINING_SECONDS:-12}
+      AI_PMO_INTENT_STAGE1_TIMEOUT_CAP_SECONDS: ${AI_PMO_INTENT_STAGE1_TIMEOUT_CAP_SECONDS:-8}
+      AI_PMO_INTENT_LLM_MAX_TOKENS_LOW: ${AI_PMO_INTENT_LLM_MAX_TOKENS_LOW:-260}
+      AI_PMO_INTENT_LLM_MAX_TOKENS_HIGH: ${AI_PMO_INTENT_LLM_MAX_TOKENS_HIGH:-360}
+      LLM_HTTP_STATUS_RETRY_BUDGET: ${LLM_HTTP_STATUS_RETRY_BUDGET:-2}
+      LLM_INTENT_HTTP_RETRY_BUDGET: ${LLM_INTENT_HTTP_RETRY_BUDGET:-0}
+      LLM_INTENT_EMPTY_RETRY_BUDGET: ${LLM_INTENT_EMPTY_RETRY_BUDGET:-2}
+      LLM_INTENT_STRUCTURED_REPAIR_ENABLED: ${LLM_INTENT_STRUCTURED_REPAIR_ENABLED:-true}
       AUTO_CREATE_TABLES: "false"
       GLM_API_KEY: ${GLM_API_KEY:?missing_GLM_API_KEY}
       GLM_BASE_URL: ${GLM_BASE_URL:?missing_GLM_BASE_URL}
@@ -91,6 +107,14 @@ services:
       OLLAMA_BASE_URL: ${OLLAMA_BASE_URL:?missing_OLLAMA_BASE_URL}
       OLLAMA_MODEL: ${OLLAMA_MODEL:?missing_OLLAMA_MODEL}
       PYTHONUNBUFFERED: "1"
+      HTTP_PROXY: ""
+      HTTPS_PROXY: ""
+      ALL_PROXY: ""
+      http_proxy: ""
+      https_proxy: ""
+      all_proxy: ""
+      NO_PROXY: "localhost,127.0.0.1,db,redis,backend,frontend,api.edgefn.net,open.bigmodel.cn"
+      no_proxy: "localhost,127.0.0.1,db,redis,backend,frontend,api.edgefn.net,open.bigmodel.cn"
     command:
       [
         "uvicorn",
diff --git a/docker-compose.yml b/docker-compose.yml
index fbe47ac5..6b80aba2 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -80,6 +80,22 @@ services:
       LLM_ROUTING_SAFETY_MODEL: ${LLM_ROUTING_SAFETY_MODEL:?missing_LLM_ROUTING_SAFETY_MODEL}
       LLM_DIRECT_EMERGENCY_ENABLED: ${LLM_DIRECT_EMERGENCY_ENABLED:?missing_LLM_DIRECT_EMERGENCY_ENABLED}
       LLM_REQUEST_TIMEOUT: ${LLM_REQUEST_TIMEOUT:?missing_LLM_REQUEST_TIMEOUT}
+      AI_PMO_INTENT_LLM_ENABLED: ${AI_PMO_INTENT_LLM_ENABLED:-true}
+      AI_PMO_INTENT_ARBITRATION_ENABLED: ${AI_PMO_INTENT_ARBITRATION_ENABLED:-true}
+      AI_PMO_INTENT_CONFLICT_POLICY: ${AI_PMO_INTENT_CONFLICT_POLICY:-pending_manual}
+      AI_PMO_INTENT_LLM_TIMEOUT_SECONDS: ${AI_PMO_INTENT_LLM_TIMEOUT_SECONDS:-30}
+      AI_PMO_INTENT_LLM_TIMEOUT_COMPLEX_SECONDS: ${AI_PMO_INTENT_LLM_TIMEOUT_COMPLEX_SECONDS:-55}
+      AI_PMO_INTENT_LLM_TIMEOUT_FALLBACK_SECONDS: ${AI_PMO_INTENT_LLM_TIMEOUT_FALLBACK_SECONDS:-45}
+      AI_PMO_INTENT_LLM_TOTAL_BUDGET_SECONDS: ${AI_PMO_INTENT_LLM_TOTAL_BUDGET_SECONDS:-70}
+      AI_PMO_INTENT_LLM_STAGE2_CONFIDENCE_THRESHOLD: ${AI_PMO_INTENT_LLM_STAGE2_CONFIDENCE_THRESHOLD:-0.72}
+      AI_PMO_INTENT_LLM_STAGE2_MIN_REMAINING_SECONDS: ${AI_PMO_INTENT_LLM_STAGE2_MIN_REMAINING_SECONDS:-12}
+      AI_PMO_INTENT_STAGE1_TIMEOUT_CAP_SECONDS: ${AI_PMO_INTENT_STAGE1_TIMEOUT_CAP_SECONDS:-8}
+      AI_PMO_INTENT_LLM_MAX_TOKENS_LOW: ${AI_PMO_INTENT_LLM_MAX_TOKENS_LOW:-260}
+      AI_PMO_INTENT_LLM_MAX_TOKENS_HIGH: ${AI_PMO_INTENT_LLM_MAX_TOKENS_HIGH:-360}
+      LLM_HTTP_STATUS_RETRY_BUDGET: ${LLM_HTTP_STATUS_RETRY_BUDGET:-2}
+      LLM_INTENT_HTTP_RETRY_BUDGET: ${LLM_INTENT_HTTP_RETRY_BUDGET:-0}
+      LLM_INTENT_EMPTY_RETRY_BUDGET: ${LLM_INTENT_EMPTY_RETRY_BUDGET:-2}
+      LLM_INTENT_STRUCTURED_REPAIR_ENABLED: ${LLM_INTENT_STRUCTURED_REPAIR_ENABLED:-true}
       AUTO_CREATE_TABLES: "false"
       GLM_API_KEY: ${GLM_API_KEY:?missing_GLM_API_KEY}
       GLM_BASE_URL: ${GLM_BASE_URL:?missing_GLM_BASE_URL}
@@ -90,6 +106,14 @@ services:
       OLLAMA_HOST: ${OLLAMA_HOST:?missing_OLLAMA_HOST}
       OLLAMA_BASE_URL: ${OLLAMA_BASE_URL:?missing_OLLAMA_BASE_URL}
       OLLAMA_MODEL: ${OLLAMA_MODEL:?missing_OLLAMA_MODEL}
+      HTTP_PROXY: ""
+      HTTPS_PROXY: ""
+      ALL_PROXY: ""
+      http_proxy: ""
+      https_proxy: ""
+      all_proxy: ""
+      NO_PROXY: "localhost,127.0.0.1,db,redis,backend,frontend,api.edgefn.net,open.bigmodel.cn"
+      no_proxy: "localhost,127.0.0.1,db,redis,backend,frontend,api.edgefn.net,open.bigmodel.cn"
     ports:
       - "${BACKEND_PORT:?missing_BACKEND_PORT}:8000"
     volumes:
diff --git a/frontend/src/api/sstc.ts b/frontend/src/api/sstc.ts
index 3c9f9a75..79b8f0f5 100644
--- a/frontend/src/api/sstc.ts
+++ b/frontend/src/api/sstc.ts
@@ -482,9 +482,11 @@ export const sstcApi = {
       tasks: SSTCTask[];
       alignment_records: Array<{
         user_id: string;
+        user_name?: string | null;
         score: number;
         confirmed: boolean;
         comments?: string | null;
+        confirmed_at?: string | null;
       }>;
     }
   > {
@@ -496,9 +498,11 @@ export const sstcApi = {
           tasks: SSTCTask[];
           alignment_records: Array<{
             user_id: string;
+            user_name?: string | null;
             score: number;
             confirmed: boolean;
             comments?: string | null;
+            confirmed_at?: string | null;
           }>;
         }
       >
diff --git a/frontend/src/components/sstc/SSTCCharterStagePanel.tsx b/frontend/src/components/sstc/SSTCCharterStagePanel.tsx
index 0b3d06ed..73f2f0ee 100644
--- a/frontend/src/components/sstc/SSTCCharterStagePanel.tsx
+++ b/frontend/src/components/sstc/SSTCCharterStagePanel.tsx
@@ -5,6 +5,7 @@ import type {
   SSTCSignal,
   SSTCTask,
 } from "@/api/sstc";
+import type { User } from "@/api/users";
 import { CHARTER_MODULE_SCHEMAS, type CharterModuleKey } from "@/components/sstc/charterModules";
 import {
   FIXED_ALIGNMENT_QA_QUESTIONS,
@@ -22,6 +23,7 @@ import {
 } from "@/components/ui/dialog";
 import { Input } from "@/components/ui/input";
 import { Textarea } from "@/components/ui/textarea";
+import { formatBeijingDateTime } from "@/lib/datetime";
 import { toZhPriority, toZhSignalType, toZhStatus } from "@/lib/display";
 import { compactTitle } from "@/lib/title";
 
@@ -46,9 +48,11 @@ interface CharterDetailShape extends SSTCCharter {
   tasks: SSTCTask[];
   alignment_records: Array<{
     user_id: string;
+    user_name?: string | null;
     score: number;
     confirmed: boolean;
     comments?: string | null;
+    confirmed_at?: string | null;
   }>;
 }
 
@@ -92,6 +96,8 @@ interface SSTCCharterStagePanelProps {
       }
     >;
   };
+  allModulesConfirmed: boolean;
+  shouldShowCharterGenerating: boolean;
   serializedCharterContent: Record<string, unknown>;
   sourceSignalOpen: boolean;
   showAutoFields: boolean;
@@ -105,9 +111,13 @@ interface SSTCCharterStagePanelProps {
   setShowAllAlignmentQa: (show: boolean | ((prev: boolean) => boolean)) => void;
   setEditingAlignmentQaIndex: (index: number | null) => void;
   setActiveModuleKey: (key: CharterModuleKey) => void;
+  projectUsers: User[];
   onSelectCharter: (charterId: string) => void;
   updateModuleField: (moduleKey: CharterModuleKey, fieldKey: string, value: string) => void;
   updateAlignmentQaAnswer: (answerIndex: number, value: string) => void;
+  confirmModule: (moduleKey: CharterModuleKey) => void;
+  onStartAlignment: () => void;
+  onConfirmAlignment: () => void;
   getFieldEditState: (moduleKey: CharterModuleKey, fieldKey: string) => ModuleFieldEditState;
   getModuleStepStatus: (moduleKey: CharterModuleKey) => string;
   updateCharterMutation: UpdateCharterMutationLike;
@@ -128,6 +138,8 @@ export function SSTCCharterStagePanel({
   activeModule,
   activeModuleIndex,
   charterProgress,
+  allModulesConfirmed,
+  shouldShowCharterGenerating,
   serializedCharterContent,
   sourceSignalOpen,
   showAutoFields,
@@ -141,9 +153,13 @@ export function SSTCCharterStagePanel({
   setShowAllAlignmentQa,
   setEditingAlignmentQaIndex,
   setActiveModuleKey,
+  projectUsers,
   onSelectCharter,
   updateModuleField,
   updateAlignmentQaAnswer,
+  confirmModule,
+  onStartAlignment,
+  onConfirmAlignment,
   getFieldEditState,
   getModuleStepStatus,
   updateCharterMutation,
@@ -169,9 +185,15 @@ export function SSTCCharterStagePanel({
       ? CHARTER_MODULE_SCHEMAS[activeModuleIndex + 1]
       : null;
   const hasMultipleCharters = charters.length > 1;
+  const confirmedModules = CHARTER_MODULE_SCHEMAS.filter(
+    (schema) => getModuleStepStatus(schema.key) === "已完成"
+  ).length;
   const filledModulePercent = Math.round(
-    (charterProgress.completedModules / Math.max(CHARTER_MODULE_SCHEMAS.length, 1)) * 100
+    (confirmedModules / Math.max(CHARTER_MODULE_SCHEMAS.length, 1)) * 100
   );
+  const charterDisplayStatus = allModulesConfirmed ? "已对齐" : toZhStatus(selectedCharter?.status);
+  const activeModuleStatus = getModuleStepStatus(activeModule.key);
+  const activeModuleProgress = charterProgress.moduleProgress[activeModule.key];
   const aiReferenceText =
     sourceSignals.length > 0
       ? `参考了 ${sourceSignals
@@ -179,6 +201,16 @@ export function SSTCCharterStagePanel({
           .map((signal, signalIndex) => `信号 #${signal.id.match(/\d+/)?.[0] || signalIndex + 1}`)
           .join(" 和 ")} 与项目上下文资料`
       : "参考了项目上下文资料";
+  const alignmentUserNameMap = new Map(
+    projectUsers.map((member) => [String(member.id), member.name || member.username])
+  );
+  const alignmentRecords = (charterDetail?.alignment_records || []).filter((record) => {
+    if (projectUsers.length === 0) return false;
+    return (
+      alignmentUserNameMap.has(String(record.user_id)) ||
+      String(record.user_name || "").trim().length > 0
+    );
+  });
 
   return (
     <div className={`grid items-start gap-4 ${hasMultipleCharters ? "lg:grid-cols-12" : ""}`}>
@@ -227,7 +259,7 @@ export function SSTCCharterStagePanel({
                   {compactTitle(selectedCharter?.title || "未选择宪章", 24)}
                 </h2>
                 <p className="mt-1 text-sm text-slate-500">
-                  v{selectedCharter?.version || 0} · {toZhStatus(selectedCharter?.status)}
+                  v{selectedCharter?.version || 0} · {charterDisplayStatus}
                 </p>
                 {!hasMultipleCharters && (
                   <p className="mt-1 text-xs text-slate-400">单宪章模式：左侧列表已自动折叠</p>
@@ -263,11 +295,11 @@ export function SSTCCharterStagePanel({
                   <Button
                     size="sm"
                     className="bg-blue-600 text-white hover:bg-blue-700"
-                    disabled={!selectedCharter}
-                    onClick={() => selectedCharter && startAlignmentMutation.mutate(selectedCharter.id)}
+                    disabled={!selectedCharter || startAlignmentMutation.isPending}
+                    onClick={onStartAlignment}
                   >
                     <PlayCircle className="mr-2 h-4 w-4" />
-                    发起对齐
+                    {startAlignmentMutation.isPending ? "发起中..." : "发起对齐"}
                   </Button>
                 </div>
               )}
@@ -290,15 +322,21 @@ export function SSTCCharterStagePanel({
                     size="sm"
                     variant="ghost"
                     className="h-7 px-2 text-xs text-slate-600 hover:bg-blue-50 hover:text-blue-700"
-                    disabled={!selectedCharter}
-                    onClick={() => selectedCharter && confirmAlignmentMutation.mutate(selectedCharter.id)}
+                    disabled={!selectedCharter || confirmAlignmentMutation.isPending}
+                    onClick={onConfirmAlignment}
                   >
-                    确认对齐
+                    {confirmAlignmentMutation.isPending ? "提交中..." : "确认对齐"}
                   </Button>
                 )}
               </div>
             </div>
 
+            {allModulesConfirmed && (
+              <div className="rounded-xl border border-emerald-200 bg-emerald-50 p-2 text-xs text-emerald-700">
+                6 个模块已逐项确认，可提交“确认对齐”完成整体对齐。
+              </div>
+            )}
+
             {aiPrefillCharterMutation.isPending && (
               <div className="rounded-xl bg-[#F4F7FF] p-2 text-xs text-blue-700">
                 AI 正在根据信号源自动生成 6 模块草稿，请稍候…
@@ -307,8 +345,21 @@ export function SSTCCharterStagePanel({
           </div>
         </div>
 
-        <div className="mt-4 rounded-2xl bg-white p-4 shadow-[0_8px_20px_rgba(15,23,42,0.08)]">
-          <div className="grid gap-4 lg:grid-cols-[220px_1fr]">
+        {shouldShowCharterGenerating ? (
+          <div className="mt-4 rounded-2xl bg-white p-4 shadow-[0_8px_20px_rgba(15,23,42,0.08)]">
+            <div className="rounded-xl bg-[#F8F9FA] p-4">
+              <div className="mb-3 text-sm font-medium text-slate-600">生成中...</div>
+              <div className="space-y-3">
+                <div className="h-4 w-2/5 animate-pulse rounded bg-slate-200" />
+                <div className="h-16 animate-pulse rounded-xl bg-slate-200" />
+                <div className="h-16 animate-pulse rounded-xl bg-slate-200" />
+                <div className="h-16 animate-pulse rounded-xl bg-slate-200" />
+              </div>
+            </div>
+          </div>
+        ) : (
+          <div className="mt-4 rounded-2xl bg-white p-4 shadow-[0_8px_20px_rgba(15,23,42,0.08)]">
+            <div className="grid gap-4 lg:grid-cols-[220px_1fr]">
             <aside className="rounded-xl bg-[#F3F5F7] p-3">
               <div className="relative pl-5">
                 <span className="absolute bottom-2 left-[9px] top-2 w-px bg-slate-300/80" />
@@ -366,11 +417,29 @@ export function SSTCCharterStagePanel({
               />
 
               <div className="rounded-xl bg-[#F8F9FA] p-4">
-                <div className="flex items-center justify-between">
+                <div className="flex items-center justify-between gap-2">
                   <p className="text-base font-semibold text-slate-800">{activeModule.title}</p>
-                  <p className="text-xs text-slate-500">
-                    {activeModuleIndex + 1}/{CHARTER_MODULE_SCHEMAS.length}
-                  </p>
+                  <div className="flex items-center gap-2">
+                    <p className="text-xs text-slate-500">
+                      {activeModuleIndex + 1}/{CHARTER_MODULE_SCHEMAS.length}
+                    </p>
+                    {!mobileReadOnly && (
+                      <Button
+                        size="sm"
+                        variant={activeModuleStatus === "已完成" ? "outline" : "default"}
+                        className={activeModuleStatus === "已完成" ? "h-7 border-emerald-200 text-emerald-700" : "h-7 bg-blue-600 text-white hover:bg-blue-700"}
+                        disabled={
+                          !selectedCharter ||
+                          updateCharterMutation.isPending ||
+                          activeModuleStatus === "已完成" ||
+                          !activeModuleProgress.done
+                        }
+                        onClick={() => confirmModule(activeModule.key)}
+                      >
+                        {activeModuleStatus === "已完成" ? "已确认" : "确认本模块"}
+                      </Button>
+                    )}
+                  </div>
                 </div>
 
                 <div className="mt-4 space-y-4">
@@ -534,17 +603,22 @@ export function SSTCCharterStagePanel({
                 )}
               </div>
 
-              {(charterDetail?.alignment_records || []).length > 0 && (
+              {alignmentRecords.length > 0 && (
                 <div className="rounded-xl bg-white p-3 shadow-[0_1px_2px_rgba(15,23,42,0.08)]">
                   <p className="mb-2 text-sm font-semibold text-slate-700">对齐状态</p>
                   <div className="space-y-2">
-                    {charterDetail?.alignment_records.map((r) => (
-                      <div key={r.user_id} className="flex items-center justify-between text-xs">
-                        <span className="text-slate-600">用户 {r.user_id}</span>
+                    {alignmentRecords.map((r) => (
+                      <div key={r.user_id} className="grid grid-cols-[1fr_auto_auto] items-center gap-2 text-xs">
+                        <span className="text-slate-600">
+                          {String(r.user_name || alignmentUserNameMap.get(String(r.user_id)) || `用户 ${r.user_id}`)}
+                        </span>
                         <span className="text-slate-600">{r.score} 分</span>
                         <Badge className={`border ${statusBadgeClass(r.confirmed ? "confirmed" : "pending")}`}>
                           {r.confirmed ? "已确认" : "待确认"}
                         </Badge>
+                        <span className="col-span-3 text-[11px] text-slate-500">
+                          对齐时间：{r.confirmed_at ? formatBeijingDateTime(r.confirmed_at) : "-"}
+                        </span>
                       </div>
                     ))}
                   </div>
@@ -573,8 +647,9 @@ export function SSTCCharterStagePanel({
                 </Button>
               </div>
             </section>
+            </div>
           </div>
-        </div>
+        )}
 
         <Dialog open={sourceSignalOpen} onOpenChange={setSourceSignalOpen}>
           <DialogContent>
diff --git a/frontend/src/components/sstc/SSTCExecutionBoardPanel.tsx b/frontend/src/components/sstc/SSTCExecutionBoardPanel.tsx
index a9578fbb..91e2143e 100644
--- a/frontend/src/components/sstc/SSTCExecutionBoardPanel.tsx
+++ b/frontend/src/components/sstc/SSTCExecutionBoardPanel.tsx
@@ -1,11 +1,20 @@
 import { RefreshCcw } from "lucide-react";
-import type { DragEvent } from "react";
+import { type DragEvent, useMemo, useState } from "react";
 import type { SSTCTask } from "@/api/sstc";
+import type { User } from "@/api/users";
 import { Badge } from "@/components/ui/badge";
 import { Button } from "@/components/ui/button";
 import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import {
+  Dialog,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
 import { EXECUTION_LANES, priorityBadgeClass } from "@/components/sstc/sstcUtils";
-import { toZhPriority } from "@/lib/display";
+import { toZhPriority, toZhStatus } from "@/lib/display";
 
 interface OptimizeWorkloadMutationLike {
   mutate: (mode: "unassigned" | "rebalance") => void;
@@ -18,6 +27,7 @@ interface PatchTaskStatusMutationLike {
 
 interface SSTCExecutionBoardPanelProps {
   stageLocked: boolean;
+  projectUsers: User[];
   optimizeFeedback: string;
   onRefresh: () => Promise<void> | void;
   optimizeWorkloadMutation: OptimizeWorkloadMutationLike;
@@ -28,6 +38,7 @@ interface SSTCExecutionBoardPanelProps {
 
 export function SSTCExecutionBoardPanel({
   stageLocked,
+  projectUsers,
   optimizeFeedback,
   onRefresh,
   optimizeWorkloadMutation,
@@ -35,6 +46,12 @@ export function SSTCExecutionBoardPanel({
   executionLanes,
   handleDropTask,
 }: SSTCExecutionBoardPanelProps) {
+  const [detailTask, setDetailTask] = useState<SSTCTask | null>(null);
+  const assigneeNameMap = useMemo(
+    () => new Map(projectUsers.map((user) => [String(user.id), user.name || user.username || `用户 ${user.id}`])),
+    [projectUsers]
+  );
+
   return (
     <Card>
       <CardHeader className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
@@ -96,7 +113,8 @@ export function SSTCExecutionBoardPanel({
                       key={t.id}
                       draggable={!stageLocked}
                       onDragStart={(e) => e.dataTransfer.setData("taskId", t.id)}
-                      className="cursor-grab rounded-md border bg-card p-2 active:cursor-grabbing"
+                      onClick={() => setDetailTask(t)}
+                      className="cursor-pointer rounded-md border bg-card p-2"
                     >
                       <p className="line-clamp-2 text-xs font-medium sm:text-sm">{t.title}</p>
                       <div className="mt-1 flex items-center justify-between">
@@ -109,7 +127,10 @@ export function SSTCExecutionBoardPanel({
                           variant="ghost"
                           className="h-6 px-2 text-[10px]"
                           disabled={stageLocked}
-                          onClick={() => patchTaskStatusMutation.mutate({ taskId: t.id, status: "blocked" })}
+                          onClick={(event) => {
+                            event.stopPropagation();
+                            patchTaskStatusMutation.mutate({ taskId: t.id, status: "blocked" });
+                          }}
                         >
                           阻塞
                         </Button>
@@ -118,7 +139,10 @@ export function SSTCExecutionBoardPanel({
                           variant="ghost"
                           className="h-6 px-2 text-[10px]"
                           disabled={stageLocked}
-                          onClick={() => patchTaskStatusMutation.mutate({ taskId: t.id, status: "done" })}
+                          onClick={(event) => {
+                            event.stopPropagation();
+                            patchTaskStatusMutation.mutate({ taskId: t.id, status: "done" });
+                          }}
                         >
                           完成
                         </Button>
@@ -130,6 +154,67 @@ export function SSTCExecutionBoardPanel({
             ))}
           </div>
         </div>
+
+        <Dialog open={!!detailTask} onOpenChange={(open) => !open && setDetailTask(null)}>
+          <DialogContent className="w-[min(560px,calc(100vw-1rem))] max-w-[calc(100vw-1rem)] sm:max-w-[560px]">
+            <DialogHeader>
+              <DialogTitle>{detailTask?.title || "任务详情"}</DialogTitle>
+              <DialogDescription>点击状态按钮可快速更新执行进度</DialogDescription>
+            </DialogHeader>
+            {detailTask && (
+              <div className="space-y-3 rounded-xl bg-slate-50 p-3 text-sm">
+                <div className="grid gap-2 sm:grid-cols-2">
+                  <div>
+                    <p className="text-xs text-slate-500">状态</p>
+                    <p className="font-medium text-slate-700">{toZhStatus(detailTask.status)}</p>
+                  </div>
+                  <div>
+                    <p className="text-xs text-slate-500">优先级</p>
+                    <p className="font-medium text-slate-700">{toZhPriority(detailTask.priority)}</p>
+                  </div>
+                  <div>
+                    <p className="text-xs text-slate-500">负责人</p>
+                    <p className="font-medium text-slate-700">
+                      {assigneeNameMap.get(String(detailTask.assignee_id || "")) || "未分配"}
+                    </p>
+                  </div>
+                  <div>
+                    <p className="text-xs text-slate-500">截止日期</p>
+                    <p className="font-medium text-slate-700">{detailTask.due_date ? detailTask.due_date.slice(0, 10) : "-"}</p>
+                  </div>
+                </div>
+                <div>
+                  <p className="text-xs text-slate-500">任务描述</p>
+                  <p className="mt-1 whitespace-pre-wrap text-slate-700">{detailTask.description || "-"}</p>
+                </div>
+              </div>
+            )}
+            <DialogFooter className="gap-2">
+              <Button variant="outline" onClick={() => setDetailTask(null)}>
+                关闭
+              </Button>
+              <Button
+                variant="outline"
+                disabled={stageLocked || !detailTask}
+                onClick={() => {
+                  if (!detailTask) return;
+                  patchTaskStatusMutation.mutate({ taskId: detailTask.id, status: "blocked" });
+                }}
+              >
+                标记阻塞
+              </Button>
+              <Button
+                disabled={stageLocked || !detailTask}
+                onClick={() => {
+                  if (!detailTask) return;
+                  patchTaskStatusMutation.mutate({ taskId: detailTask.id, status: "done" });
+                }}
+              >
+                标记完成
+              </Button>
+            </DialogFooter>
+          </DialogContent>
+        </Dialog>
       </CardContent>
     </Card>
   );
diff --git a/frontend/src/components/sstc/SSTCReleaseCreateDialog.tsx b/frontend/src/components/sstc/SSTCReleaseCreateDialog.tsx
index e012a1d2..e9e848e8 100644
--- a/frontend/src/components/sstc/SSTCReleaseCreateDialog.tsx
+++ b/frontend/src/components/sstc/SSTCReleaseCreateDialog.tsx
@@ -1,7 +1,7 @@
-import { useMemo, useState } from "react";
+import { useEffect, useMemo, useState } from "react";
 import { useMutation } from "@tanstack/react-query";
 import { Plus } from "lucide-react";
-import type { SSTCCharter, SSTCTask } from "@/api/sstc";
+import type { SSTCCharter, SSTCRelease, SSTCTask } from "@/api/sstc";
 import { sstcApi } from "@/api/sstc";
 import { Button } from "@/components/ui/button";
 import {
@@ -19,6 +19,7 @@ interface SSTCReleaseCreateDialogProps {
   stageLocked: boolean;
   charters: SSTCCharter[];
   tasks: SSTCTask[];
+  releases: SSTCRelease[];
   onRefresh: () => Promise<void> | void;
 }
 
@@ -27,6 +28,7 @@ export function SSTCReleaseCreateDialog({
   stageLocked,
   charters,
   tasks,
+  releases,
   onRefresh,
 }: SSTCReleaseCreateDialogProps) {
   const [newReleaseOpen, setNewReleaseOpen] = useState(false);
@@ -40,6 +42,37 @@ export function SSTCReleaseCreateDialog({
     [tasks]
   );
 
+  const linkedTaskIds = useMemo(() => {
+    const ids = new Set<number>();
+    for (const release of releases) {
+      const content = (release.content || {}) as Record<string, unknown>;
+      const rawTaskIds = Array.isArray(content.task_ids) ? content.task_ids : [];
+      for (const rawTaskId of rawTaskIds) {
+        const taskId = Number(rawTaskId);
+        if (Number.isFinite(taskId) && taskId > 0) {
+          ids.add(taskId);
+        }
+      }
+    }
+    return ids;
+  }, [releases]);
+
+  const selectableDoneTasks = useMemo(
+    () =>
+      doneTasks.filter((task) => {
+        const taskId = Number(task.id);
+        if (Number.isFinite(taskId) && linkedTaskIds.has(taskId)) return false;
+        if (!releaseCharterId) return true;
+        return String(task.truth_node_id || task.charter_id || "") === releaseCharterId;
+      }),
+    [doneTasks, linkedTaskIds, releaseCharterId]
+  );
+
+  useEffect(() => {
+    const allowedTaskIds = new Set(selectableDoneTasks.map((task) => task.id));
+    setReleaseTaskIds((prev) => prev.filter((taskId) => allowedTaskIds.has(taskId)));
+  }, [selectableDoneTasks]);
+
   const createReleaseMutation = useMutation({
     mutationFn: () =>
       sstcApi.createRelease(projectId, {
@@ -87,7 +120,7 @@ export function SSTCReleaseCreateDialog({
             </select>
             <Input value={releasePlannedAt} onChange={(e) => setReleasePlannedAt(e.target.value)} placeholder="计划发布时间（标准格式）" />
             <div className="max-h-40 space-y-2 overflow-auto rounded-md border p-2">
-              {doneTasks.map((t) => (
+              {selectableDoneTasks.map((t) => (
                 <label key={t.id} className="flex items-center gap-2 text-sm">
                   <input
                     type="checkbox"
@@ -100,6 +133,11 @@ export function SSTCReleaseCreateDialog({
                   <span>{t.title}</span>
                 </label>
               ))}
+              {selectableDoneTasks.length === 0 && (
+                <p className="text-xs text-slate-500">
+                  当前无可选任务（已过滤已关联发布计划的任务）。
+                </p>
+              )}
             </div>
           </div>
           <DialogFooter>
diff --git a/frontend/src/components/sstc/SSTCReleaseStagePanel.tsx b/frontend/src/components/sstc/SSTCReleaseStagePanel.tsx
index c88615ab..cd07eb88 100644
--- a/frontend/src/components/sstc/SSTCReleaseStagePanel.tsx
+++ b/frontend/src/components/sstc/SSTCReleaseStagePanel.tsx
@@ -89,6 +89,7 @@ export function SSTCReleaseStagePanel({
           stageLocked={stageLocked}
           charters={charters}
           tasks={tasks}
+          releases={releases}
           onRefresh={onRefresh}
         />
       </CardHeader>
diff --git a/frontend/src/components/sstc/SSTCWorkspace.tsx b/frontend/src/components/sstc/SSTCWorkspace.tsx
index 462241b5..b49a917d 100644
--- a/frontend/src/components/sstc/SSTCWorkspace.tsx
+++ b/frontend/src/components/sstc/SSTCWorkspace.tsx
@@ -52,6 +52,8 @@ export function SSTCWorkspace(props: SSTCWorkspaceViewProps) {
     activeModule: orchestration.activeModule,
     activeModuleIndex: orchestration.activeModuleIndex,
     charterProgress: orchestration.charterProgress,
+    allModulesConfirmed: orchestration.allModulesConfirmed,
+    shouldShowCharterGenerating: orchestration.shouldShowCharterGenerating,
     serializedCharterContent: orchestration.serializedCharterContent,
     sourceSignalOpen: orchestration.sourceSignalOpen,
     showAutoFields: orchestration.showAutoFields,
@@ -67,9 +69,13 @@ export function SSTCWorkspace(props: SSTCWorkspaceViewProps) {
     setActiveModuleKey: orchestration.setActiveModuleKey,
     isMobileViewport: props.isMobileViewport,
     readOnly: props.charterReadOnly,
+    projectUsers: orchestration.projectUsers,
     onSelectCharter: props.onSelectCharter,
     updateModuleField: orchestration.updateModuleField,
     updateAlignmentQaAnswer: orchestration.updateAlignmentQaAnswer,
+    confirmModule: orchestration.confirmModule,
+    onStartAlignment: orchestration.handleStartAlignment,
+    onConfirmAlignment: orchestration.handleConfirmAlignment,
     getFieldEditState: orchestration.getFieldEditState,
     getModuleStepStatus: orchestration.getModuleStepStatus,
     updateCharterMutation: orchestration.updateCharterMutation,
@@ -108,6 +114,7 @@ export function SSTCWorkspace(props: SSTCWorkspaceViewProps) {
       {props.activeStage === "execution" && (
         <SSTCExecutionBoardPanel
           stageLocked={orchestration.stageLocked}
+          projectUsers={orchestration.projectUsers}
           optimizeFeedback={orchestration.optimizeFeedback}
           onRefresh={props.onRefresh}
           optimizeWorkloadMutation={orchestration.optimizeWorkloadMutation}
diff --git a/frontend/src/components/sstc/useSSTCWorkspaceOrchestration.ts b/frontend/src/components/sstc/useSSTCWorkspaceOrchestration.ts
index b3373502..65ffbb21 100644
--- a/frontend/src/components/sstc/useSSTCWorkspaceOrchestration.ts
+++ b/frontend/src/components/sstc/useSSTCWorkspaceOrchestration.ts
@@ -35,6 +35,26 @@ import {
   type SignalFilterState,
 } from "@/components/sstc/sstcUtils";
 
+function createEmptyModuleConfirmationState(): Record<CharterModuleKey, boolean> {
+  const state = {} as Record<CharterModuleKey, boolean>;
+  for (const schema of CHARTER_MODULE_SCHEMAS) {
+    state[schema.key] = false;
+  }
+  return state;
+}
+
+function parseModuleConfirmationState(raw: unknown): Record<CharterModuleKey, boolean> {
+  const initial = createEmptyModuleConfirmationState();
+  if (!raw || typeof raw !== "object" || Array.isArray(raw)) {
+    return initial;
+  }
+  const source = raw as Record<string, unknown>;
+  for (const schema of CHARTER_MODULE_SCHEMAS) {
+    initial[schema.key] = Boolean(source[schema.key]);
+  }
+  return initial;
+}
+
 export interface SSTCWorkspaceProps {
   projectId: string;
   activeStage: StageKey;
@@ -84,6 +104,9 @@ export function useSSTCWorkspaceOrchestration({
   const [charterDraftTitle, setCharterDraftTitle] = useState("");
   const [charterModuleDraft, setCharterModuleDraft] = useState(createEmptyCharterModuleDraft());
   const [charterBaselineDraft, setCharterBaselineDraft] = useState(createEmptyCharterModuleDraft());
+  const [moduleConfirmations, setModuleConfirmations] = useState<Record<CharterModuleKey, boolean>>(
+    createEmptyModuleConfirmationState()
+  );
   const [activeModuleKey, setActiveModuleKey] = useState<CharterModuleKey>("module_1");
   const [sourceSignalOpen, setSourceSignalOpen] = useState(false);
   const [showAutoFields, setShowAutoFields] = useState(false);
@@ -170,21 +193,49 @@ export function useSSTCWorkspaceOrchestration({
 
   const charterProgress = useMemo(() => calculateCharterProgress(charterModuleDraft), [charterModuleDraft]);
 
-  const serializedCharterContent = useMemo(
+  const serializedCharterContent = useMemo(() => {
+    const payload = buildCharterContentPayload(
+      charterModuleDraft,
+      (selectedCharter?.content as Record<string, unknown>) || {}
+    );
+    payload.module_confirmations = moduleConfirmations;
+    return payload;
+  }, [charterModuleDraft, selectedCharter?.content, moduleConfirmations]);
+
+  const hasAnyModuleContent = useMemo(
     () =>
-      buildCharterContentPayload(charterModuleDraft, (selectedCharter?.content as Record<string, unknown>) || {}),
-    [charterModuleDraft, selectedCharter?.content]
+      CHARTER_MODULE_SCHEMAS.some((schema) =>
+        Object.entries(charterModuleDraft.modules[schema.key] || {}).some(([fieldKey, value]) => {
+          if (schema.key === "module_2" && fieldKey === "alignment_qa") {
+            return parseAlignmentQaAnswers(String(value || "")).some((answer) => answer.trim().length > 0);
+          }
+          return String(value || "").trim().length > 0;
+        })
+      ),
+    [charterModuleDraft]
+  );
+
+  const requiredModuleKeys = useMemo(
+    () => CHARTER_MODULE_SCHEMAS.filter((schema) => schema.fields.some((field) => !!field.required)).map((schema) => schema.key),
+    []
+  );
+
+  const allModulesConfirmed = useMemo(
+    () => requiredModuleKeys.every((moduleKey) => !!moduleConfirmations[moduleKey]),
+    [moduleConfirmations, requiredModuleKeys]
   );
 
   useEffect(() => {
     setCharterDraftTitle(selectedCharter?.title || "");
-    const parsed = parseCharterModuleDraft((selectedCharter?.content as Record<string, unknown>) || {});
+    const currentContent = (selectedCharter?.content as Record<string, unknown>) || {};
+    const parsed = parseCharterModuleDraft(currentContent);
     if (!parsed.modules.module_2.alignment_qa.trim()) {
       const fallback = buildFallbackAlignmentAnswers(parsed);
       parsed.modules.module_2.alignment_qa = buildAlignmentQaText(fallback);
     }
     setCharterModuleDraft(parsed);
     setCharterBaselineDraft(parsed);
+    setModuleConfirmations(parseModuleConfirmationState(currentContent.module_confirmations));
     setActiveModuleKey("module_1");
     setSourceSignalOpen(false);
     setShowAutoFields(false);
@@ -248,13 +299,37 @@ export function useSSTCWorkspaceOrchestration({
 
   const startAlignmentMutation = useMutation({
     mutationFn: (charterId: string) => sstcApi.startAlignment(projectId, charterId),
-    onSuccess: onRefresh,
+    onSuccess: () => {
+      toast({ title: "已发起对齐流程", variant: "success" });
+      onRefresh();
+    },
+    onError: (error) => {
+      toast({
+        title: getApiErrorMessage(error, "发起对齐失败"),
+        variant: "error",
+      });
+    },
   });
 
   const confirmAlignmentMutation = useMutation({
     mutationFn: (charterId: string) =>
       sstcApi.confirmAlignment(projectId, charterId, 90, true, "已确认对齐"),
-    onSuccess: onRefresh,
+    onSuccess: (data) => {
+      const confirmedCount = Number(data?.confirmed_count || 0);
+      const memberCount = Number(data?.member_count || 0);
+      const statusText = String(data?.charter_status || "");
+      toast({
+        title: `对齐已提交（${confirmedCount}/${memberCount || 0}）${statusText ? ` · ${statusText}` : ""}`,
+        variant: "success",
+      });
+      onRefresh();
+    },
+    onError: (error) => {
+      toast({
+        title: getApiErrorMessage(error, "确认对齐失败"),
+        variant: "error",
+      });
+    },
   });
 
   const updateCharterMutation = useMutation({
@@ -302,6 +377,26 @@ export function useSSTCWorkspaceOrchestration({
     aiPrefillCharterMutation,
   ]);
 
+  const shouldShowCharterGenerating = useMemo(() => {
+    if (!selectedCharter?.id) return false;
+    if (hasAnyModuleContent) return false;
+    const hasSignal =
+      (selectedCharter.signal_ids?.length || 0) > 0 ||
+      (charterDetail?.signals?.length || 0) > 0 ||
+      !!charterDetail?.source_signal;
+    if (!hasSignal) return false;
+    const prefillAttempted = !!aiPrefillAttempted[selectedCharter.id];
+    return aiPrefillCharterMutation.isPending || !prefillAttempted;
+  }, [
+    selectedCharter?.id,
+    selectedCharter?.signal_ids,
+    charterDetail?.signals?.length,
+    charterDetail?.source_signal,
+    hasAnyModuleContent,
+    aiPrefillAttempted,
+    aiPrefillCharterMutation.isPending,
+  ]);
+
   const aiBreakdownMutation = useMutation({
     mutationFn: () => sstcApi.aiBreakdownTasks(projectId, selectedCharter!.id),
     onSuccess: onRefresh,
@@ -500,6 +595,7 @@ export function useSSTCWorkspaceOrchestration({
   const activeModule = CHARTER_MODULE_SCHEMAS.find((item) => item.key === activeModuleKey) || CHARTER_MODULE_SCHEMAS[0];
 
   const updateModuleField = (moduleKey: CharterModuleKey, fieldKey: string, value: string) => {
+    const prevValue = charterModuleDraft.modules[moduleKey][fieldKey] || "";
     setCharterModuleDraft((prev) => ({
       ...prev,
       modules: {
@@ -510,6 +606,9 @@ export function useSSTCWorkspaceOrchestration({
         },
       },
     }));
+    if (prevValue !== value && moduleConfirmations[moduleKey]) {
+      setModuleConfirmations((prev) => ({ ...prev, [moduleKey]: false }));
+    }
   };
 
   const moduleOrder = CHARTER_MODULE_SCHEMAS.map((schema) => schema.key);
@@ -526,6 +625,43 @@ export function useSSTCWorkspaceOrchestration({
     updateModuleField("module_2", "alignment_qa", buildAlignmentQaText(nextAnswers));
   };
 
+  const confirmModule = (moduleKey: CharterModuleKey) => {
+    if (!selectedCharter) return;
+    const progress = charterProgress.moduleProgress[moduleKey];
+    if (!progress?.done) {
+      toast({ title: "请先补全当前模块的必填项，再执行确认", variant: "error" });
+      return;
+    }
+    if (moduleConfirmations[moduleKey]) return;
+
+    const previous = moduleConfirmations;
+    const next = { ...previous, [moduleKey]: true };
+    setModuleConfirmations(next);
+    updateCharterMutation.mutate(
+      {
+        charterId: selectedCharter.id,
+        title: charterDraftTitle || selectedCharter.title,
+        content: {
+          ...serializedCharterContent,
+          module_confirmations: next,
+        },
+      },
+      {
+        onSuccess: () => {
+          const schema = CHARTER_MODULE_SCHEMAS.find((item) => item.key === moduleKey);
+          toast({ title: `${schema?.shortTitle || "模块"}已确认`, variant: "success" });
+        },
+        onError: (error) => {
+          setModuleConfirmations(previous);
+          toast({
+            title: getApiErrorMessage(error, "模块确认失败"),
+            variant: "error",
+          });
+        },
+      }
+    );
+  };
+
   const getFieldEditState = (moduleKey: CharterModuleKey, fieldKey: string) => {
     const baseline = (charterBaselineDraft.modules[moduleKey][fieldKey] || "").trim();
     const current = (charterModuleDraft.modules[moduleKey][fieldKey] || "").trim();
@@ -535,18 +671,28 @@ export function useSSTCWorkspaceOrchestration({
   };
 
   const getModuleStepStatus = (moduleKey: CharterModuleKey): string => {
+    if (moduleConfirmations[moduleKey]) return "已完成";
     if (moduleKey === activeModule.key) return "进行中";
     const progress = charterProgress.moduleProgress[moduleKey];
-    if (progress.done) return "已完成";
     const moduleContent = charterModuleDraft.modules[moduleKey];
     const hasContent = Object.values(moduleContent).some((value) => String(value || "").trim().length > 0);
     if (!hasContent) return moduleKey === "module_6" ? "选填" : "未开始";
-    const changed = Object.keys(moduleContent).some(
-      (fieldKey) =>
-        String(charterModuleDraft.modules[moduleKey][fieldKey] || "").trim() !==
-        String(charterBaselineDraft.modules[moduleKey][fieldKey] || "").trim()
-    );
-    return changed ? "已编辑" : "AI已预填";
+    if (progress.done) return "进行中";
+    return "进行中";
+  };
+
+  const handleStartAlignment = () => {
+    if (!selectedCharter) return;
+    startAlignmentMutation.mutate(selectedCharter.id);
+  };
+
+  const handleConfirmAlignment = () => {
+    if (!selectedCharter) return;
+    if (!allModulesConfirmed) {
+      toast({ title: "请先逐个确认 6 个模块，再提交整体对齐", variant: "error" });
+      return;
+    }
+    confirmAlignmentMutation.mutate(selectedCharter.id);
   };
 
   return {
@@ -563,6 +709,8 @@ export function useSSTCWorkspaceOrchestration({
     setCharterModuleDraft,
     charterBaselineDraft,
     setCharterBaselineDraft,
+    moduleConfirmations,
+    setModuleConfirmations,
     activeModuleKey,
     setActiveModuleKey,
     sourceSignalOpen,
@@ -587,6 +735,8 @@ export function useSSTCWorkspaceOrchestration({
     selectedCharter,
     charterProgress,
     serializedCharterContent,
+    allModulesConfirmed,
+    shouldShowCharterGenerating,
     rankedSignals,
     highValueSignalCount,
     displaySignals,
@@ -601,6 +751,8 @@ export function useSSTCWorkspaceOrchestration({
     confirmAlignmentMutation,
     updateCharterMutation,
     aiPrefillCharterMutation,
+    handleStartAlignment,
+    handleConfirmAlignment,
     aiBreakdownMutation,
     patchTaskStatusMutation,
     bulkTaskStatusMutation,
@@ -633,6 +785,7 @@ export function useSSTCWorkspaceOrchestration({
     activeModuleIndex,
     alignmentQaAnswers,
     updateAlignmentQaAnswer,
+    confirmModule,
     getFieldEditState,
     getModuleStepStatus,
   };
diff --git a/frontend/src/pages/project-board/ProjectBoardPage.tsx b/frontend/src/pages/project-board/ProjectBoardPage.tsx
index 2a85224c..f66df28e 100644
--- a/frontend/src/pages/project-board/ProjectBoardPage.tsx
+++ b/frontend/src/pages/project-board/ProjectBoardPage.tsx
@@ -214,6 +214,7 @@ export default function ProjectBoardPage() {
       queryClient.invalidateQueries({ queryKey: ["sstc-signals", id] }),
       queryClient.invalidateQueries({ queryKey: ["sstc-signals-picker", id] }),
       queryClient.invalidateQueries({ queryKey: ["sstc-charters", id] }),
+      queryClient.invalidateQueries({ queryKey: ["sstc-charter-detail", id] }),
       queryClient.invalidateQueries({ queryKey: ["sstc-task-board", id] }),
       queryClient.invalidateQueries({ queryKey: ["sstc-releases", id] }),
       queryClient.invalidateQueries({ queryKey: ["sstc-reviews", id] }),
diff --git a/frontend/tsconfig.tsbuildinfo b/frontend/tsconfig.tsbuildinfo
index 08efe66d..2cdf87f6 100644
--- a/frontend/tsconfig.tsbuildinfo
+++ b/frontend/tsconfig.tsbuildinfo
@@ -1 +1 @@
-{"root":["./src/main.tsx","./src/vite-env.d.ts","./src/components/skillradarchart.tsx","./src/components/themeinit.tsx","./src/components/ai-config/configsubpageheader.tsx","./src/components/ai-config/featureintroguide.tsx","./src/components/ai-steward/floatingqachat.tsx","./src/components/ai-steward/promptrolesettings.tsx","./src/components/ai-steward/qahistorypanel.tsx","./src/components/budget/budgetcontrolpanel.tsx","./src/components/command/commanditems.ts","./src/components/inbox/inboxactionpanel.tsx","./src/components/inbox/inboxlistitem.tsx","./src/components/layout/layout.tsx","./src/components/layout/sidebar.tsx","./src/components/layout/topbar.tsx","./src/components/model-capability/costoptimizationpanel.tsx","./src/components/model-capability/experimentsyncpanel.tsx","./src/components/model-capability/modelcapabilitymatrix.tsx","./src/components/model-capability/modelupdateimpactpanel.tsx","./src/components/sstc/aivisibilitypanel.tsx","./src/components/sstc/sstcchainview.tsx","./src/components/sstc/sstccharterstagepanel.tsx","./src/components/sstc/sstcexecutionboardpanel.tsx","./src/components/sstc/sstcglobalheader.tsx","./src/components/sstc/sstcreleasecreatedialog.tsx","./src/components/sstc/sstcreleasestagepanel.tsx","./src/components/sstc/sstcreviewcreatedialog.tsx","./src/components/sstc/sstcreviewstagepanel.tsx","./src/components/sstc/sstcriskfloatpanel.tsx","./src/components/sstc/sstcsignalstagepanel.tsx","./src/components/sstc/sstcstagenav.tsx","./src/components/sstc/sstctaskcreatedialog.tsx","./src/components/sstc/sstctaskstagepanel.tsx","./src/components/sstc/sstcworkspace.tsx","./src/components/sstc/signalcontenthovercard.tsx","./src/components/sstc/chartermodules.ts","./src/components/sstc/sstcutils.ts","./src/components/sstc/usesstcworkspaceorchestration.ts","./src/components/ui/rolebadge.tsx","./src/components/ui/skillbadge.tsx","./src/components/ui/badge.tsx","./src/components/ui/button.tsx","./src/components/ui/card.tsx","./src/components/ui/dialog.tsx","./src/components/ui/dropdown-menu.tsx","./src/components/ui/input.tsx","./src/components/ui/label.tsx","./src/components/ui/switch.tsx","./src/components/ui/table.tsx","./src/components/ui/tabs.tsx","./src/components/ui/textarea.tsx","./src/components/ui/toast.tsx","./src/components/users/userformdialog.tsx","./src/hooks/usetheme.ts","./src/lib/api.ts","./src/lib/apierror.ts","./src/lib/datetime.ts","./src/lib/display.ts","./src/lib/feishueventmode.ts","./src/lib/formatinboxtime.ts","./src/lib/inbox.ts","./src/lib/inboxtextmap.ts","./src/lib/rbac.ts","./src/lib/sessionguard.ts","./src/lib/title.ts","./src/lib/utils.ts","./src/lib/zhcn.ts","./src/pages/aiconfigpage.tsx","./src/pages/aistewardpage.tsx","./src/pages/charterdetailpage.tsx","./src/pages/contractsyncboardpage.tsx","./src/pages/dashboardpage.tsx","./src/pages/feishuconfigpage.tsx","./src/pages/inboxpage.tsx","./src/pages/knowledgegraphcontextboardpage.tsx","./src/pages/loginpage.tsx","./src/pages/modelroutingconfigpage.tsx","./src/pages/projectboardpage.tsx","./src/pages/projectspage.tsx","./src/pages/recipespage.tsx","./src/pages/schedulercenterpage.tsx","./src/pages/skilltaskspage.tsx","./src/pages/skillspage.tsx","./src/pages/taskbriefcenterpage.tsx","./src/pages/taskbriefrunspage.tsx","./src/pages/taskbrieftemplatepage.tsx","./src/pages/userprofilepage.tsx","./src/pages/userskillspage.tsx","./src/pages/userspage.tsx","./src/pages/workloaddetailpage.tsx","./src/pages/workloadspage.tsx","./src/router/index.tsx","./src/stores/auth.ts","./src/types/inbox.ts"],"version":"5.6.3"}
\ No newline at end of file
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