"""Golden behavior cases for the Space PMFlow AI turn runtime. These cases test the abstract runtime loop behavior. They are not prompt examples and do not decide production routing. """ from __future__ import annotations from typing import Any PMFLOW_AI_TURN_RUNTIME_GOLDEN_CASES: list[dict[str, Any]] = [ { "case_id": "open_purchase_supervision_direction", "question": "我想做个 AI 采购监督系统，你觉得怎么样", "surface_context": {"space_runtime_context": {"workbench": {"projects": [{"id": 141, "title": "童析"}]}}}, "legacy_route_plan": {"display_contract": {"answer_shape": "status_answer"}, "source_strategy": "internal_only"}, "turn_hypothesis": { "normalized_goal": "判断新项目方向是否值得做", "desired_outcome": "给出机会、边界、MVP、风险和下一步", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "AI 采购监督系统", "subject_terms": ["AI 采购监督系统", "采购监督", "政府采购"], "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, "primary_object": {"binding_strength": "none"}, }, "expect": { "answer_shape": "strategic_judgement", "next_action": "external_search", "must_ask_user": False, "primary_binding": "none", "forbid_actions": ["inspect_internal_projects"], "context_titles": ["童析"], }, }, { "case_id": "open_comic_tool_direction", "question": "我想做个 AI 漫剧工具，你觉得怎么样", "turn_hypothesis": { "normalized_goal": "判断新项目方向是否值得做", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "AI 漫剧工具", "subject_terms": ["AI 漫剧工具", "短剧", "漫画"], "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "needs_user_input": True, "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "strategic_judgement", "next_action": "external_search", "must_ask_user": False}, }, { "case_id": "open_inventory_market", "question": "现在做智能库存系统还有市场吗", "turn_hypothesis": { "normalized_goal": "判断智能库存方向是否仍有市场", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "智能库存系统", "subject_terms": ["智能库存系统", "仓储", "库存预测"], "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "strategic_judgement", "next_action": "external_search"}, }, { "case_id": "recommend_new_project_directions", "question": "最近有没有好的项目推荐", "surface_context": {"space_runtime_context": {"workbench": {"projects": [{"id": 141, "title": "童析"}]}}}, "turn_hypothesis": { "normalized_goal": "推荐值得继续看的新项目方向", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "", "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, "primary_object": {"binding_strength": "none"}, }, "expect": { "answer_shape": "strategic_judgement", "next_action": "external_search", "primary_binding": "none", "context_titles": ["童析"], }, }, { "case_id": "specific_project_status", "question": "童析项目现在怎么样", "turn_hypothesis": { "normalized_goal": "判断项目当前状态", "answer_shape": "status_answer", "decision_type": "project_status", "subject": "童析", "evidence_needs": ["project_status", "synthesize"], "primary_object": { "object_type": "project", "object_ref": "project:141", "title": "童析", "binding_strength": "explicit", }, }, "expect": {"answer_shape": "status_answer", "next_action": "inspect_project_status", "primary_binding": "explicit"}, }, { "case_id": "multi_project_status", "question": "童析和星河两个项目进展如何", "turn_hypothesis": { "normalized_goal": "判断多个项目当前状态", "answer_shape": "status_answer", "decision_type": "project_status", "subject": "童析、星河", "evidence_needs": ["project_lookup", "project_status", "synthesize"], "primary_object": {"binding_strength": "none"}, }, "expect": {"answer_shape": "status_answer", "next_action": "resolve_project_objects", "actions": ["resolve_project_objects", "inspect_project_status"]}, }, { "case_id": "ambiguous_execute_request", "question": "帮我处理一下", "turn_hypothesis": { "normalized_goal": "执行一个未明确的处理动作", "answer_shape": "clarification", "decision_type": "execution_guidance", "needs_user_input": True, "can_answer_with_assumptions": False, "evidence_needs": ["clarification"], }, "expect": {"answer_shape": "clarification", "next_action": "ask_clarification", "must_ask_user": True}, }, { "case_id": "write_memory_requires_confirmation", "question": "把这个结论写入项目记忆", "turn_hypothesis": { "normalized_goal": "准备写入项目记忆前确认对象和内容", "answer_shape": "execution_guidance", "decision_type": "execution_guidance", "needs_user_input": True, "can_answer_with_assumptions": False, "evidence_needs": ["clarification"], }, "expect": {"answer_shape": "execution_guidance", "next_action": "ask_clarification", "must_ask_user": True}, }, { "case_id": "multi_task_project_review", "question": "这个项目 MVP 还差什么、风险在哪里、我今天先做什么", "turn_hypothesis": { "normalized_goal": "同时判断项目缺口、风险和今日优先级", "answer_shape": "composite_answer", "decision_type": "project_status", "evidence_needs": ["internal_projects", "synthesize"], "primary_object": { "object_type": "project", "object_ref": "project:141", "title": "当前项目", "binding_strength": "current_page", }, }, "expect": {"answer_shape": "composite_answer", "next_action": "inspect_project_status"}, }, { "case_id": "project_semantic_lookup", "question": "有没有跟儿童 AI 评估相关的项目", "turn_hypothesis": { "normalized_goal": "查找相关内部项目", "answer_shape": "fact_list", "decision_type": "object_lookup", "subject": "儿童 AI 评估", "subject_terms": ["儿童", "AI", "评估"], "evidence_needs": ["project_lookup", "synthesize"], "primary_object": {"binding_strength": "none"}, }, "expect": {"answer_shape": "fact_list", "next_action": "resolve_project_objects", "forbid_actions": ["external_search"]}, }, { "case_id": "new_project_without_direction", "question": "我想跟你聊个新项目", "turn_hypothesis": { "normalized_goal": "开启新项目方向讨论", "answer_shape": "clarification", "decision_type": "market_opportunity", "needs_user_input": True, "can_answer_with_assumptions": False, "evidence_needs": ["clarification"], }, "expect": {"answer_shape": "clarification", "next_action": "ask_clarification", "must_ask_user": True}, }, { "case_id": "followup_ai_trading_idea", "question": "做一个 AI 自动炒股的", "surface_context": {"space_runtime_context": {"workbench": {"projects": [{"id": 141, "title": "童析"}]}}}, "turn_hypothesis": { "normalized_goal": "判断 AI 自动交易方向是否值得做", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "AI 自动炒股", "subject_terms": ["AI 自动炒股", "自动交易", "投顾监管"], "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, "primary_object": {"binding_strength": "none"}, }, "expect": {"answer_shape": "strategic_judgement", "next_action": "external_search", "primary_binding": "none", "context_titles": ["童析"]}, }, { "case_id": "token_overseas_project", "question": "做 AI 的 token 出海项目怎么样", "turn_hypothesis": { "normalized_goal": "判断 token 出海方向机会与风险", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "AI token 出海项目", "subject_terms": ["AI token 出海", "crypto", "合规"], "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "strategic_judgement", "next_action": "external_search"}, }, { "case_id": "project_risk_review", "question": "这个项目风险在哪里", "turn_hypothesis": { "normalized_goal": "判断当前项目风险", "answer_shape": "status_answer", "decision_type": "project_status", "evidence_needs": ["project_status", "synthesize"], "primary_object": { "object_type": "project", "object_ref": "project:141", "title": "当前项目", "binding_strength": "current_page", }, }, "expect": {"answer_shape": "status_answer", "next_action": "inspect_project_status"}, }, { "case_id": "today_priority", "question": "我今天先做什么", "turn_hypothesis": { "normalized_goal": "判断今日优先级", "answer_shape": "status_answer", "decision_type": "project_status", "evidence_needs": ["surface_context", "internal_projects", "synthesize"], "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "status_answer", "next_action": "inspect_surface_context", "actions": ["inspect_surface_context", "inspect_internal_projects"]}, }, { "case_id": "ai_capability_status", "question": "PMFlow AI 现在能力状态怎么样", "turn_hypothesis": { "normalized_goal": "解释当前空间 AI 能力状态", "answer_shape": "status_answer", "decision_type": "general_answer", "evidence_needs": ["surface_context", "synthesize"], }, "expect": {"answer_shape": "status_answer", "next_action": "inspect_surface_context"}, }, { "case_id": "saved_ideas_recommendation", "question": "暂存想法里有没有值得推进的", "turn_hypothesis": { "normalized_goal": "从暂存想法中推荐可推进方向", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "evidence_needs": ["saved_ideas", "external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "strategic_judgement", "next_action": "inspect_saved_ideas", "actions": ["inspect_saved_ideas", "external_search"]}, }, { "case_id": "ai_running_attention", "question": "AI 正在推进的这些有什么要注意", "turn_hypothesis": { "normalized_goal": "读取 AI 进行中事项并判断注意点", "answer_shape": "status_answer", "decision_type": "project_status", "evidence_needs": ["surface_context", "synthesize"], }, "expect": {"answer_shape": "status_answer", "next_action": "inspect_surface_context"}, }, { "case_id": "external_regulation_question", "question": "最近采购监管政策对这个方向有影响吗", "turn_hypothesis": { "normalized_goal": "判断监管环境对方向的影响", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "采购监管政策", "subject_terms": ["采购监管", "政府采购"], "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "strategic_judgement", "next_action": "external_search"}, }, { "case_id": "hybrid_market_and_internal_fit", "question": "这个新方向市场有机会吗，按我现在资源能不能做", "turn_hypothesis": { "normalized_goal": "同时判断外部机会和内部资源匹配", "answer_shape": "composite_answer", "decision_type": "market_opportunity", "subject": "新方向", "evidence_needs": ["surface_context", "external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "composite_answer", "next_action": "inspect_surface_context", "actions": ["inspect_surface_context", "external_search"]}, }, { "case_id": "project_inventory_fact", "question": "我现在有哪些项目", "turn_hypothesis": { "normalized_goal": "列出当前空间项目", "answer_shape": "fact_list", "decision_type": "object_lookup", "evidence_needs": ["surface_context", "synthesize"], }, "expect": {"answer_shape": "fact_list", "next_action": "inspect_surface_context", "forbid_actions": ["external_search"]}, }, { "case_id": "fresh_market_required", "question": "现在最新的 Agent 应用机会是什么", "turn_hypothesis": { "normalized_goal": "判断当前最新 Agent 应用机会", "answer_shape": "strategic_judgement", "decision_type": "market_opportunity", "subject": "Agent 应用机会", "subject_terms": ["Agent 应用", "AI Agent"], "evidence_needs": ["external_fresh", "synthesize"], "freshness_required": True, "can_answer_with_assumptions": True, }, "expect": {"answer_shape": "strategic_judgement", "next_action": "external_search", "needs_external": True}, }, { "case_id": "publish_or_execute_requires_boundary", "question": "帮我直接发布这个项目", "turn_hypothesis": { "normalized_goal": "确认发布动作边界", "answer_shape": "execution_guidance", "decision_type": "execution_guidance", "needs_user_input": True, "can_answer_with_assumptions": False, "evidence_needs": ["clarification"], }, "expect": {"answer_shape": "execution_guidance", "next_action": "ask_clarification", "must_ask_user": True}, }, ] __all__ = ["PMFLOW_AI_TURN_RUNTIME_GOLDEN_CASES"]