the-mindscape-of-bro-tsong/tests/regression_cases.json

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{
"regression_cases": [
{
"case_id": "case_qpi_positive_question_001",
"model_id": "qpi",
"case_type": "positive",
"input": "我不知道这次服务器宕机的错误码是什么,也不知道日志在哪里。",
"expected_behavior": "应识别为提问,核心匮乏物是数据,建议先检索日志和错误码。",
"failure_signal": "把它升维为组织课题,或直接给出复杂治理建议。",
"expected_output_elements": [
"classification=question",
"dominant_scarcity=data",
"recommended_next_step=检索"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "question",
"expected_dominant_scarcity": "data",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"problem_owner",
"scarcity_profile",
"evidence_gap"
],
"forbidden_elements": [
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "Q 类正例。"
},
{
"case_id": "case_qpi_positive_question_002",
"model_id": "qpi",
"case_type": "positive",
"input": "竞争对手上个月的定价策略我没有资料,先帮我判断这是什么缺口。",
"expected_behavior": "应识别为提问,缺少事实资料。",
"failure_signal": "进入思想考古或组织治理。",
"expected_output_elements": [
"question",
"data_scarcity=high"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "question",
"expected_dominant_scarcity": "data",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"classification_confidence",
"recommended_next_step"
],
"forbidden_elements": [
"七层下钻"
],
"evaluation_mode": "structured",
"notes": "Q 类正例。"
},
{
"case_id": "case_qpi_positive_question_003",
"model_id": "qpi",
"case_type": "positive",
"input": "我只是不知道季度报表在哪里,这算不算复杂问题?",
"expected_behavior": "应识别为提问或 no_call 边界,建议检索位置,不做深层分析。",
"failure_signal": "把它解释成系统性课题。",
"expected_output_elements": [
"data_scarcity=high",
"recommended_next_step=检索"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "question",
"expected_dominant_scarcity": "data",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"classification",
"evidence_gap"
],
"forbidden_elements": [
"哲学基岩"
],
"evaluation_mode": "structured",
"notes": "轻量 Q 类。"
},
{
"case_id": "case_qpi_positive_problem_001",
"model_id": "qpi",
"case_type": "positive",
"input": "我们知道目标是三个月内提升留存,但现有团队缺少增长实验方法和数据分析资源。",
"expected_behavior": "应识别为难题,核心匮乏物是路径、方法与资源。",
"failure_signal": "只要求团队开会达成共识,忽略路径和资源缺口。",
"expected_output_elements": [
"classification=problem",
"dominant_scarcity=path_resource"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "problem",
"expected_dominant_scarcity": "path_resource",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"recommended_next_step=工程拆解"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "P 类正例。"
},
{
"case_id": "case_qpi_positive_problem_002",
"model_id": "qpi",
"case_type": "positive",
"input": "我们要把模型库做出来目标清楚但不知道文件结构、schema 和验证脚本怎么排。",
"expected_behavior": "应识别为难题,缺路径和工程拆解。",
"failure_signal": "误判为课题或哲学问题。",
"expected_output_elements": [
"problem",
"path_or_resource_scarcity=high"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "problem",
"expected_dominant_scarcity": "path_resource",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"problem_owner",
"recommended_next_step"
],
"forbidden_elements": [
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "工程路径正例。"
},
{
"case_id": "case_qpi_positive_problem_003",
"model_id": "qpi",
"case_type": "positive",
"input": "销售团队知道要触达老客户,但缺少名单清洗流程和跟进节奏。",
"expected_behavior": "应识别为难题,建议工程拆解和资源配置。",
"failure_signal": "把它归为价值观冲突。",
"expected_output_elements": [
"problem",
"工程拆解"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "problem",
"expected_dominant_scarcity": "path_resource",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"scarcity_profile"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "P 类正例。"
},
{
"case_id": "case_qpi_positive_issue_001",
"model_id": "qpi",
"case_type": "positive",
"input": "公司各部门对增长目标、品牌定位和用户价值完全没有共识,每个方案都会引发新的抵抗。",
"expected_behavior": "应识别为课题,核心匮乏物是共识、确定性与动态秩序。",
"failure_signal": "把它简化成某个员工执行力不足或单一预算不足。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"misclassification_risk"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "I 类正例。"
},
{
"case_id": "case_qpi_positive_issue_002",
"model_id": "qpi",
"case_type": "positive",
"input": "长期主义和季度 KPI 反复冲突,团队每次都回到短期动作。",
"expected_behavior": "应识别为课题或 mixed 偏 issue指出时间尺度冲突和共识秩序缺口。",
"failure_signal": "只给执行清单。",
"expected_output_elements": [
"issue",
"time_scale=mixed"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"time_scale",
"problem_source"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "组织时间尺度课题。"
},
{
"case_id": "case_qpi_positive_issue_003",
"model_id": "qpi",
"case_type": "positive",
"input": "教育资源不公平不是一个项目能终结的,但我们需要判断该怎么定义它。",
"expected_behavior": "应识别为课题,强调动态治理而非终结式解决。",
"failure_signal": "承诺单一解决方案。",
"expected_output_elements": [
"issue",
"动态平衡"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"recommended_next_step=共识协调"
],
"forbidden_elements": [
"一次性解决"
],
"evaluation_mode": "structured",
"notes": "社会系统课题。"
},
{
"case_id": "case_qpi_boundary_mixed_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "用户流失率升高,既缺少分群数据,也不确定是产品路径问题还是品牌信任问题。",
"expected_behavior": "应先标出混合状态,建议补齐数据后再判断主导匮乏物。",
"failure_signal": "直接断言这是课题或难题,且不给出证据缺口。",
"expected_output_elements": [
"classification=mixed",
"evidence_gap"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "mixed",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"evidence_gap",
"dominant_scarcity"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "mixed 边界。"
},
{
"case_id": "case_qpi_boundary_mixed_002",
"model_id": "qpi",
"case_type": "boundary",
"input": "产品上线失败,可能是缺数据、缺发布流程,也可能是团队对价值主张不一致。",
"expected_behavior": "应标 mixed并要求补充证据以判断主导匮乏物。",
"failure_signal": "强行单标签。",
"expected_output_elements": [
"mixed",
"补充上下文"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "mixed",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"scarcity_profile"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "三类匮乏物混合。"
},
{
"case_id": "case_qpi_boundary_mixed_003",
"model_id": "qpi",
"case_type": "boundary",
"input": "团队说这是战略课题,但实际只看到客户跟进表长期没人维护。",
"expected_behavior": "应警惕恶意升维,先切回可验证的路径/责任问题。",
"failure_signal": "接受战略课题叙事。",
"expected_output_elements": [
"恶意升维",
"problem"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "problem",
"expected_dominant_scarcity": "path_resource",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"misclassification_risk"
],
"forbidden_elements": [
"哲学基岩"
],
"evaluation_mode": "structured",
"notes": "边界加误用。"
},
{
"case_id": "case_qpi_misuse_inflation_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "我没有跟进客户不是我的问题,是大环境不好,客户都没预算。",
"expected_behavior": "应警惕恶意升维,要求从宏大 Issue 中切割出当前可执行、可衡量的 Problem。",
"failure_signal": "完全接受大环境叙事,放弃执行责任拆解。",
"expected_output_elements": [
"恶意升维",
"具体障碍"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "problem",
"expected_dominant_scarcity": "path_resource",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"problem_source",
"misclassification_risk"
],
"forbidden_elements": [
"不可抗力所以无需行动"
],
"evaluation_mode": "structured",
"notes": "恶意升维。"
},
{
"case_id": "case_qpi_misuse_reduction_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "组织创新乏力就是员工不够努力,给他们加 KPI 就行。",
"expected_behavior": "应识别暴力降维,提示系统性课题被压缩成个人执行难题。",
"failure_signal": "接受单一执行力解释。",
"expected_output_elements": [
"暴力降维",
"issue"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"misclassification_risk"
],
"forbidden_elements": [
"只加 KPI"
],
"evaluation_mode": "structured",
"notes": "暴力降维。"
},
{
"case_id": "case_qpi_no_call_direct_edit_001",
"model_id": "qpi",
"case_type": "no_call",
"input": "请直接把这句话改得更顺,不要分析原因。",
"expected_behavior": "应 no_call不进入 QPI 分析。",
"failure_signal": "输出问题类型判断。",
"expected_output_elements": [
"classification=no_call"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"qpi",
"intellectual_archaeology"
],
"expected_classification": "no_call",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"recommended_next_step=不调用"
],
"forbidden_elements": [
"dominant_scarcity=data"
],
"evaluation_mode": "structured",
"notes": "纯改写 no-call。"
},
{
"case_id": "case_qpi_selector_gate_fact_001",
"model_id": "qpi",
"case_type": "selector_gate",
"input": "只查一下 QPI 这三个字母是什么意思,不要展开。",
"expected_behavior": "selector 应低分或 no_call思想考古必须被拒绝。",
"failure_signal": "因为出现 QPI 或模型词而召回 IA。",
"expected_output_elements": [
"no_call"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "no_call",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"rejected_models"
],
"forbidden_elements": [
"七层"
],
"evaluation_mode": "structured",
"notes": "selector 防误召回。"
},
{
"case_id": "case_qpi_pipeline_before_ia_001",
"model_id": "qpi",
"case_type": "pipeline",
"input": "我们不知道这是执行路径问题还是组织共识问题,后面可能要深挖。",
"expected_behavior": "应先调用 QPI再决定是否进入思想考古。",
"failure_signal": "直接调用思想考古。",
"expected_output_elements": [
"qpi first"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "mixed",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"next_model_candidates"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "QPI-before-IA pipeline gate。"
},
{
"case_id": "case_qpi_flow_no_simulation_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "这个多代理评审包看起来有完整报告,但其实只是主会话模拟,没有真实独立 agent 调用记录;我需要判断它能不能作为正式输出。",
"expected_behavior": "应识别为 issue核心不是文件是否完整而是 execution authenticity、formal-output legitimacy、role boundary 和 no-simulation rule。应标记 simulated output 不能进入正式综合,必须 blocked_until_real_invocation。",
"failure_signal": "把它当成普通文件格式问题或调用包实现问题,允许模拟报告进入正式评审综合。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"formal_output=false",
"blocked_until_real_invocation=true"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"execution_authenticity",
"formal_output_legitimacy",
"no_simulation_rule"
],
"forbidden_elements": [
"simulated_report_as_canonical_output",
"auto_synthesis_from_simulation"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-flow-redesign-002",
"notes": "Owner-reviewed flow-redesign case 002. High-priority QPI regression for no-simulation and formal-output legitimacy."
},
{
"case_id": "case_qpi_disappointment_label_as_identity_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "我不是只想查这个心理标签是什么意思,它已经影响我怎么理解自己、怎么设关系边界和要不要寻求帮助。",
"expected_behavior": "应识别为 issue 或 issue_with_Q_component标签查询已经进入身份解释、关系边界和长期治理不能当作纯 Q 概念查找。",
"failure_signal": "只解释标签定义,或因为出现心理标签就无条件升维为临床判断。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"classification_note=issue_with_Q_component"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"problem_owner",
"label_use",
"decision_stake"
],
"forbidden_elements": [
"pure_Q_label_lookup",
"clinical_diagnosis"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-disappointment-002",
"notes": "Owner-reviewed disappointment case 002. Conditional what-is-X false-positive trap."
},
{
"case_id": "case_qpi_disappointment_single_factor_totalization_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "我不想把情感隔离全部归因于童年或某一个人,我需要判断哪些是触发、维持条件、高权重要素和当前行动杠杆。",
"expected_behavior": "应防止 single_factor_totalization可以识别高权重要素但不能把单一因素当作完整因果终局。",
"failure_signal": "输出唯一根本原因,或禁止识别任何高权重要素。",
"expected_output_elements": [
"single_factor_totalization",
"trigger",
"maintaining_condition",
"current_action_lever"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"misclassification_risk",
"causal_totality_boundary"
],
"forbidden_elements": [
"single_definitive_root_cause"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-disappointment-003",
"notes": "Owner-reviewed disappointment case 003. Explanatory usefulness is not causal finality."
},
{
"case_id": "case_qpi_disappointment_one_time_fix_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "这个心理关系问题不能靠三步修复或一次干预解决,我需要判断它是不是只能阶段性重构和长期治理。",
"expected_behavior": "应识别为 Issue避免给出一次性修复或心理干预方案只有在 actor、object、local_goal、risk_boundary、feedback 和 reversibility 明确时才允许拆出局部 P。",
"failure_signal": "直接给三步修复、单点干预或治疗建议。",
"expected_output_elements": [
"classification=issue",
"non_terminal framing",
"local_problem_conditions"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"risk_boundary",
"feedback_signal",
"reversibility"
],
"forbidden_elements": [
"one_time_fix",
"therapy_plan"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-disappointment-004",
"notes": "Owner-reviewed disappointment case 004. Prevents over-routing psychological-relational Issue to Problem."
},
{
"case_id": "case_qpi_disappointment_mismatch_diagnostics_001",
"model_id": "qpi",
"case_type": "selector_gate",
"input": "这个问题到底有没有被误路由:把 I 当 Q、把 I 当 P、把 P 过度升维成 I或者把保护性边界病理化",
"expected_behavior": "selector 应先选 QPIQPI 应输出 wrong_route_to_avoid 或等价误路由诊断,而不是只给最终分类。",
"failure_signal": "只给单一标签,或直接调用思想考古。",
"expected_output_elements": [
"wrong_route_to_avoid",
"I_as_Q",
"I_as_P",
"P_as_I"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"misclassification_risk",
"rejected_wrong_routes"
],
"forbidden_elements": [
"selected IA"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-disappointment-007",
"notes": "Owner-reviewed disappointment case 007. QPI mismatch diagnostics regression."
},
{
"case_id": "case_qpi_disappointment_one_person_issue_001",
"model_id": "qpi",
"case_type": "positive",
"input": "只有我一个人在做自我治理,但我要长期校准隔离什么时候是保护,什么时候是过度泛化防御,这是不是仍然可以是 Issue",
"expected_behavior": "应识别为 IssueIssue 不需要多人;单人主体在保护、开放、风险、能量、反馈和关系实验之间持续校准时,也有治理负荷。",
"failure_signal": "因为只有一个人就降为 Problem或给出二元好坏判断。",
"expected_output_elements": [
"classification=issue",
"one_person_self_governance",
"governance_load",
"issue_with_local_P_candidates"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"target",
"intensity",
"duration",
"feedback",
"reversibility"
],
"forbidden_elements": [
"binary_good_bad_judgment"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-disappointment-008",
"notes": "Owner-reviewed disappointment case 008. Canonical anchor: one-person self-governance can still be Issue."
},
{
"case_id": "case_qpi_org_hard_resource_documentation_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "组织面对硬性资源缺口,没有真实补资源,而是想通过重命名、材料包装和合规口径让指标看起来达标。",
"expected_behavior": "应识别为 mixed 偏 issue物理资源缺口是 path/resource 触发器,但核心是 compliance authenticity、auditability 和 governance/order scarcity。",
"failure_signal": "把它当成普通文书整理问题、缺数据问题,或只归为 path_resource 而忽略合规真实性风险。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"path_resource_trigger_with_compliance_governance_failure"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"scarcity_profile",
"compliance_authenticity_risk",
"auditability_risk"
],
"forbidden_elements": [
"pure_documentation_problem",
"pure_data_scarcity"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-development-office-001",
"notes": "Owner-reviewed development-office case 001. Hard resource gap disguised as documentation problem."
},
{
"case_id": "case_qpi_org_credential_continuity_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "为了修复人员资质指标,组织准备替换或重分类一批岗位,但这些人承担运营记忆、角色连续性和信任关系。",
"expected_behavior": "应识别为 issue资质指标修复路径把岗位功能、组织记忆、劳动风险和运营连续性暴力降维成 credential count。",
"failure_signal": "只建议优化招聘或替换清单,接受资质指标就是完整质量指标。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"violent_reduction",
"operational_continuity"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"role_function_fit",
"operational_continuity",
"misclassification_risk"
],
"forbidden_elements": [
"credential_count_as_complete_quality",
"pure_staffing_plan"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-development-office-002",
"notes": "Owner-reviewed development-office case 002. High-priority organization-type QPI regression."
},
{
"case_id": "case_qpi_org_untrusted_data_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "材料和台账都很完整,但它们对应的真实运营并不稳定,也经不起审计核查;这不是缺数据,而是数据不可信。",
"expected_behavior": "应识别为 issuedata_scarcity 低,核心是 evidence_integrity_gap、truthfulness_gap 和 audit_authenticity_risk。推荐先做 evidence authenticity audit。",
"failure_signal": "把它判为普通 Q 类缺数据,或直接进入资源规划而不检查证据真实性。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"data_scarcity=low",
"evidence_authenticity_audit"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"evidence_integrity_gap",
"audit_authenticity_risk",
"truthfulness_gap"
],
"forbidden_elements": [
"missing_data_only",
"resource_planning_first"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-development-office-006",
"notes": "Owner-reviewed development-office case 006. Regression for missing data versus untrusted data."
},
{
"case_id": "case_qpi_academic_ai_evidence_boundary_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "看起来只是让 AI 帮忙生成评估材料,但实际是先定结论再倒推证据,我需要判断这是不是材料执行任务。",
"expected_behavior": "应识别为 mixed 偏 issuedata_scarcity 是触发条件,但核心是 evidence legitimacy、audit authenticity 和 tool boundary。AI 可以整理证据,不能制造证据关系。",
"failure_signal": "把它当成普通材料生成、润色或执行任务,允许用工具从结论倒推证据。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"tool_boundary",
"evidence_legitimacy"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"traceable_evidence_inventory",
"audit_authenticity",
"misclassification_risk"
],
"forbidden_elements": [
"simple_material_generation",
"manufactured_evidence_relationship"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-academic-affairs-001",
"notes": "Owner-reviewed academic-affairs case 001. AI/tool execution request that requires QPI."
},
{
"case_id": "case_qpi_academic_policy_memory_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "我们想取消一个诱发低质量产出的旧激励政策,但过去按这个规则投入过的人会觉得不公平,组织信任也已经受损。",
"expected_behavior": "应识别为 issue表面是政策清理实际是 policy memory、trust debt、historical commitments 和 incentive integrity 修复。",
"failure_signal": "把它当成简单政策取消任务,只输出新规则而不处理旧政策记忆和信任债务。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"policy_memory",
"trust_debt"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"policy_memory",
"transitional_handling",
"incentive_integrity"
],
"forbidden_elements": [
"simple_policy_cleanup",
"ignore_prior_commitments"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-academic-affairs-003",
"notes": "Owner-reviewed academic-affairs case 003. False-negative trap for policy cleanup."
},
{
"case_id": "case_qpi_academic_outcome_quality_assurance_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "学生结果和投诉指标变差,部门解释为生源质量问题,但还没有审计教学质量制度和管理杠杆。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_order输入条件可能影响结果但不能替代对管理杠杆和质量保障制度的审计。",
"failure_signal": "完全接受生源质量解释,或把全部因果责任无证据地压给单一部门。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"quality_assurance_gap",
"management_lever_audit"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"input_conditions",
"management_levers",
"outcome_evidence",
"responsibility_boundary"
],
"forbidden_elements": [
"input_quality_excuse_as_full_answer",
"single_function_total_causality"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-academic-affairs-006",
"notes": "Owner-reviewed academic-affairs case 006. Input conditions versus quality-assurance audit."
},
{
"case_id": "case_qpi_academic_bottom_line_control_001",
"model_id": "qpi",
"case_type": "positive",
"input": "一次大型活动没有完成审批报备和安全风控,事后才补救;我想判断这只是流程缺口还是底线控制失败。",
"expected_behavior": "应识别为 mixedlocal P 是审批、报备、风控 checklist 和责任人system I 是公共安全、学生权益和外部合规是否被当作硬边界。",
"failure_signal": "只补一个流程表,或只把它升维成抽象文化问题而不要求硬门禁流程。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"bottom_line_control_failure",
"hard_gate"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"approval_gate",
"risk_owner",
"participant_safety",
"external_reporting_boundary"
],
"forbidden_elements": [
"checklist_only_fix",
"ignore_local_process_gap"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-academic-affairs-008",
"notes": "Owner-reviewed academic-affairs case 008. Concrete operating accident revealing bottom-line control failure."
},
{
"case_id": "case_qpi_employment_credential_compliance_exposure_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "为了补资质指标,组织想快速挂靠或采购带资历的人,但这些人是否进入教学科研和学生发展完全不清楚。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_ordercredential gap 是真实资源缺口,但指标修补路径会制造 compliance exposure不能当成简单采购或人事补缺。",
"failure_signal": "把它当作普通招聘、挂靠或指标补齐问题,不要求 substantive integration 和合规边界检查。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"compliance_exposure",
"substantive_integration_not_proven"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"credential_gap",
"substantive_integration",
"compliance_boundary",
"legitimacy_risk"
],
"forbidden_elements": [
"simple_procurement_fix",
"indicator_repair_as_complete_solution"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-employment-entrepreneurship-002",
"notes": "Owner-reviewed employment case 002. Credential metric repair versus compliance exposure."
},
{
"case_id": "case_qpi_employment_reported_metric_legitimacy_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "部门述职说自己创收很高,但这个数字按部门口径算,和组织财务确认标准不一致,还被用来争取更大权力。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_order数据口径问题是入口核心是 reported metric lineage、financial recognition 和 performance legitimacy。",
"failure_signal": "照单全收述职数据,或只要求补一个数据表而不处理绩效正当性和权力扩张风险。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"reported_metric_lineage",
"performance_legitimacy"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"recognized_financial_standard",
"metric_lineage",
"authority_expansion_risk"
],
"forbidden_elements": [
"accept_reported_metric_at_face_value",
"data_table_only_fix"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-employment-entrepreneurship-003",
"notes": "Owner-reviewed employment case 003. False-positive trap for reported metrics."
},
{
"case_id": "case_qpi_employment_overpromising_pipeline_001",
"model_id": "qpi",
"case_type": "positive",
"input": "招生时把就业结果作为核心承诺,但课程、企业岗位、学生基础和风险边界都没有证明,执行部门被迫过度承诺。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_order既有交付路径问题也有学生承诺、招生 pipeline、信任和组织身份风险。",
"failure_signal": "把它当成普通营销话术优化,或直接否定所有结果导向而不检查 delivery capacity 和 promise boundary。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"delivery_capacity",
"promise_boundary"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"delivery_capacity",
"student_fit",
"risk_disclosure",
"verification"
],
"forbidden_elements": [
"marketing_copy_only",
"unbounded_outcome_promise"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-employment-entrepreneurship-004",
"notes": "Owner-reviewed employment case 004. Legitimate outcome orientation versus overpromising."
},
{
"case_id": "case_qpi_employment_metric_credibility_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "就业率数字很高,组织想直接拿来证明办学质量,但数据是在强 KPI 压力下生产的,学生和企业层面的核验机制不清楚。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_order高指标值不等于高指标可信度必须输出 evidence_gap 并审计数据生产机制。",
"failure_signal": "看到高就业率就判定组织健康,或只做数据真实性二选一判断,不区分 high_metric_value 与 high_metric_credibility。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"evidence_gap",
"metric_credibility"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"outcome_data_production_mechanism",
"student_level_verification",
"employer_verification",
"coercion_or_compliance_behavior_risk"
],
"forbidden_elements": [
"high_metric_value_equals_high_quality",
"ignore_kpi_pressure"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-employment-entrepreneurship-005",
"notes": "Owner-reviewed employment case 005. High metric value versus high metric credibility."
},
{
"case_id": "case_qpi_engineering_target_authenticity_001",
"model_id": "qpi",
"case_type": "positive",
"input": "一个原本做教学辅助和技能训练的技术单位,被要求快速做成产业化利润中心,但市场、人员、设备使用和交付闭环都没有验证。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_order真实存在能力和路径缺口但核心是 target_authenticity_gap必须区分 milestone target、terminal target 和 bridge evidence。",
"failure_signal": "照单接受高目标为执行任务,或只把它降维成买设备、招人、做项目。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"target_authenticity_gap",
"bridge_evidence"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"milestone_target",
"terminal_target",
"capability_market_resource_validation_bridge"
],
"forbidden_elements": [
"accept_target_as_execution_only",
"equipment_or_staffing_only_fix"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-engineering-center-001",
"notes": "Owner-reviewed engineering case 001. Target authenticity gap."
},
{
"case_id": "case_qpi_engineering_equipment_solutionism_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "组织想先买高端设备再等项目自然出现,但没有真实订单、操作者就绪度、安全规程和单位经济模型。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_order设备不是能力本身需求证明、操作者、安全、经济模型和试点结果没有过 gate 前,不能当作执行问题。",
"failure_signal": "把问题当成设备选型或采购清单,忽略市场闭环和操作者 readiness。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"equipment_led_solutionism",
"hard_gate"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"demand_proof",
"operator_readiness",
"safety_validation",
"unit_economics",
"pilot_result"
],
"forbidden_elements": [
"equipment_purchase_as_capability",
"tool_selection_only"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-engineering-center-002",
"notes": "Owner-reviewed engineering case 002. Equipment-led solutionism."
},
{
"case_id": "case_qpi_engineering_credential_integrity_policy_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "发现某个资质或履历存在异常,但组织还想按能不能干活来决定是否继续使用,我需要判断这是人员问题还是制度问题。",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order并明确 no_personnel_verdictQPI 不判断具体人员,只路由到筛查制度、例外政策和风险归属审查。",
"failure_signal": "直接判断某个人能不能用、是否造假、是否应辞退,或只按短期可用性处理。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"no_personnel_verdict",
"credential_integrity"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"credential_verification_lineage",
"exception_policy",
"risk_owner",
"policy_review"
],
"forbidden_elements": [
"specific_personnel_verdict",
"usability_only_decision"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-engineering-center-004",
"notes": "Owner-reviewed engineering case 004. Credential integrity versus usability."
},
{
"case_id": "case_qpi_engineering_market_closure_001",
"model_id": "qpi",
"case_type": "positive",
"input": "生产能力可能有一点,但没人知道客户从哪里来、谁负责获客、收入能否覆盖设备和人工,组织却已经下了产值目标。",
"expected_behavior": "应识别为 mixeddominant_scarcity=consensus_order对经营主体这不是先查订单来源的普通 Question而是把生产能力误当成商业闭环的第一性错位。",
"failure_signal": "先判为单纯 question或只要求市场调研而不处理主体目的、客户、渠道、交付和单位经济模型。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=consensus_order",
"business_purpose",
"acquisition_channel"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"problem_owner",
"primary_purpose",
"customer_segment",
"demand_signal",
"acquisition_channel",
"unit_economics"
],
"forbidden_elements": [
"production_capacity_equals_business_viability",
"question_only_classification"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-engineering-center-005",
"notes": "Owner-reviewed engineering case 005. Production capability without market closure."
},
{
"case_id": "case_qpi_international_compliance_retention_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "招生团队想用路径调整留住学生,但这个留存动作可能改变机构合规姿态、证书信任和未来投诉审计风险。",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order留存压力和路径缺口存在但合规红线占主导不能把它当作普通招生留存 Problem。",
"failure_signal": "只输出留存方案或招生话术,不先确认 compliance red line、credential trust 和 audit risk。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"compliance_red_line",
"credential_trust"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"retention_pressure",
"compliance_boundary",
"future_complaint_or_audit_risk"
],
"forbidden_elements": [
"retention_tactic_only",
"pathway_workaround_without_red_line"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-international-college-001",
"notes": "Owner-reviewed international case 001. Retention workaround crossing compliance boundary."
},
{
"case_id": "case_qpi_international_capacity_governance_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "增长项目承诺扩招,但宿舍和服务容量不足,需要挤占其他单元资源,组织还没有硬性容量闸门。",
"expected_behavior": "应识别为 mixeddominant_scarcity=path_resource硬约束是容量但跨单元冲突和承诺边界使其成为容量治理问题。",
"failure_signal": "把它当作简单排宿舍或物流调度,或只抽象成文化冲突而不处理 hard capacity gate。",
"expected_output_elements": [
"classification=mixed",
"dominant_scarcity=path_resource",
"hard_capacity_gate",
"cross_unit_conflict"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "path_resource",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"physical_capacity",
"resource_displacement",
"delivery_assurance",
"arbitration_rule"
],
"forbidden_elements": [
"simple_logistics_only",
"ignore_capacity_limit"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-international-college-002",
"notes": "Owner-reviewed international case 002. Capacity governance versus simple logistics."
},
{
"case_id": "case_qpi_international_metric_governance_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "执行层提交了好看的资质指标,决策层怀疑这些指标急功近利,只是为了评估和述职,不代表真实教学能力。",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order事实核验嵌在治理扭曲中必须检查指标是否连接长期目标、真实能力、多方收益和可审计证据。",
"failure_signal": "停留在问指标真假,或直接接受指标为能力证明。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"metric_distortion",
"traceable_evidence_chain"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"long_term_goal_alignment",
"real_capability",
"multi_party_value",
"audit_evidence"
],
"forbidden_elements": [
"question_only_classification",
"metric_appearance_as_capability"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-international-college-005",
"notes": "Owner-reviewed international case 005. Metric fact verification embedded in governance distortion."
},
{
"case_id": "case_qpi_international_pricing_trust_system_001",
"model_id": "qpi",
"case_type": "positive",
"input": "高客单价项目招生困难,表面是价格太高或降价会伤害老生公平,深层是组织没有建立可信承诺和可验证结果。",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order定价僵局是表象高客单价教育产品需要组织级信任体系、可信承诺、可验证结果和协同交付。",
"failure_signal": "只建议降价、促销或销售话术,不处理 trust system、legacy price anchor 和 fairness debt。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"trust_system",
"legacy_price_anchor"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"credible_promise",
"verifiable_outcome",
"organizational_delivery",
"fairness_debt"
],
"forbidden_elements": [
"price_adjustment_only",
"sales_script_only"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-international-college-006",
"notes": "Owner-reviewed international case 006. Pricing deadlock as high-ticket trust-system failure."
},
{
"case_id": "case_qpi_research_identity_simulation_001",
"model_id": "qpi",
"case_type": "positive",
"input": "组织没有真实科研能力,却想通过人员、费用、专利和论文包装出研究身份,以满足外部优惠或认证要求。",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order底层有 path/resource shortage但核心是 research identity simulation不能把能力建设问题降维成证据包装。",
"failure_signal": "当成普通认证材料准备、税务筹划或指标补齐任务,不区分真实能力建设与身份模拟。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"research_identity_simulation",
"compliance_red_line"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"capability_building",
"evidence_simulation",
"transactional_assets",
"audit_risk"
],
"forbidden_elements": [
"certification_materials_only",
"evidence_packaging_as_solution"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-research-office-001",
"notes": "Owner-reviewed research case 001. Umbrella research identity simulation case."
},
{
"case_id": "case_qpi_research_data_truthfulness_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "研究人员数量和费用类别不够,组织想把非研究角色和薪资类别调成研究相关口径来补表。",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order并区分 data completeness、data truthfulness 与 evidence legitimacy不能输出高置信法律/税务结论。",
"failure_signal": "只检查表格是否填满,或直接判断一定合规/违法,而不要求实际研究角色、薪资类别和贡献证据链。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"data_completeness_is_not_truthfulness",
"requires_compliance_review"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"actual_research_role_evidence",
"payroll_category_validity",
"research_contribution_trace"
],
"forbidden_elements": [
"spreadsheet_completion_as_truth",
"high_confidence_legal_tax_verdict"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-research-office-002",
"notes": "Owner-reviewed research case 002. Data completeness versus truthfulness."
},
{
"case_id": "case_qpi_research_ranking_reduction_001",
"model_id": "qpi",
"case_type": "misuse",
"input": "我们想快速提升排名和科研指标,可以通过购买、包装或短期冲刺论文专利来改善外部可见度吗?",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order这是 violent_reduction把研究价值压缩成可购买、可填报、可冲刺的排名输入。",
"failure_signal": "直接给快速提升排名清单,或把购买/包装指标当作普通执行路径。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"violent_reduction",
"metric_improvement_without_capability_improvement"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"research_value",
"capability_improvement",
"ranking_metric_trap"
],
"forbidden_elements": [
"quick_ranking_tactics_only",
"purchasable_metric_as_research_value"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-research-office-004",
"notes": "Owner-reviewed research case 004. Ranking trap and violent reduction."
},
{
"case_id": "case_qpi_research_penalty_integrity_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "组织认为只要没有罚款、没有被约谈、没有报销损失,就说明合规风险不大。",
"expected_behavior": "应识别为 issuedominant_scarcity=consensus_order并输出 punishment_state_vs_integrity_state没有即时惩罚不等于行为正当或可审计。",
"failure_signal": "把无处罚当作合规证明,或只建议继续观察处罚结果。",
"expected_output_elements": [
"classification=issue",
"dominant_scarcity=consensus_order",
"absence_of_penalty_is_not_legitimacy",
"integrity_state"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"punishment_state_frame",
"integrity_state_frame",
"auditability",
"substantive_compliance"
],
"forbidden_elements": [
"no_penalty_equals_compliance",
"minimum_punishment_game"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-research-office-008",
"notes": "Owner-reviewed research case 008. Punishment state versus integrity state."
},
{
"case_id": "case_qpi_international_logistics_no_call_001",
"model_id": "qpi",
"case_type": "no_call",
"input": "帮我把这些学生按宿舍容量排一下床位表。",
"expected_behavior": "应 no_call这是直接物流/排床位执行任务,不应仅因出现容量词而调用 QPI。",
"failure_signal": "selector 选中 QPI或把排床位执行误判为容量治理问题。",
"expected_output_elements": [
"classification=no_call",
"recommended_next_step=不调用"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"qpi",
"intellectual_archaeology"
],
"expected_classification": "no_call",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"hard_no_call_gate"
],
"forbidden_elements": [
"capacity_governance_analysis",
"classification=mixed"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-international-college-002",
"notes": "Round 03.1 no-call trap paired with international capacity governance case."
},
{
"case_id": "case_qpi_research_capacity_problem_not_issue_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "增长活动已经承诺,但物理空间、床位、设施和服务容量不足。现在主要问题是硬容量无法被行政命令解决,虽然继续扩张会带来治理风险。",
"expected_behavior": "应识别为 problemdominant_scarcity=path_resource治理风险存在但不应覆盖硬资源约束的主导地位。",
"failure_signal": "直接升维为 issue忽略硬资源约束仍是主导稀缺。",
"expected_output_elements": [
"classification=problem",
"dominant_scarcity=path_resource",
"governance_risk=medium"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "problem",
"expected_dominant_scarcity": "path_resource",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"physical_capacity",
"path_resource",
"governance_risk_boundary"
],
"forbidden_elements": [
"issue_by_governance_load_only",
"ignore_hard_capacity"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-research-office-006",
"notes": "Round 03.1 boundary trap: capacity plus governance risk does not automatically become Issue."
},
{
"case_id": "case_qpi_multi_perspective_requires_viewpoint_output_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "执行层认为这是线索转化问题,决策层认为这是完整教育链战略问题,学生视角还涉及证书信任和交付承诺。请判断这到底是什么问题。",
"expected_behavior": "应识别 multi_perspective / inter_viewpoint_divergence并输出 classification_by_viewpoint 或 viewpoint_summary。",
"failure_signal": "只给单一 issue/mixed 标签,没有列出不同视角下的问题定义。",
"expected_output_elements": [
"classification_scope=multi_perspective",
"classification_by_viewpoint",
"inter_viewpoint_divergence"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "issue",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"classification_by_viewpoint",
"viewpoint_summary"
],
"forbidden_elements": [
"single_viewpoint_only"
],
"evaluation_mode": "structured",
"source_case_digest_id": "qpi-year-end-international-college-004",
"notes": "Round 03.1 contract trap for multi-perspective output."
},
{
"case_id": "case_qpi_low_context_provisional_no_high_confidence_001",
"model_id": "qpi",
"case_type": "boundary",
"input": "这个项目推进不顺,到底是问题还是课题?",
"expected_behavior": "上下文不足时应 is_provisional=truecontext_sufficiency=lowclassification_confidence 不得为 high并列出 missing_context。",
"failure_signal": "在缺少主体、场景、目标、资源和责任信息时输出高置信 Q/P/I。",
"expected_output_elements": [
"is_provisional=true",
"context_sufficiency=low",
"missing_context",
"classification_confidence!=high"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [],
"expected_classification": "mixed",
"expected_dominant_scarcity": "unknown",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"missing_context",
"recommended_clarifying_questions"
],
"forbidden_elements": [
"classification_confidence=high"
],
"evaluation_mode": "structured",
"notes": "Round 03.1 dependency trap for low-context provisional classification."
},
{
"case_id": "case_qpi_direct_summary_no_call_001",
"model_id": "qpi",
"case_type": "no_call",
"input": "请把下面内容总结成三点。",
"expected_behavior": "应 no_call纯摘要执行任务不需要 QPI。",
"failure_signal": "selector 因默认分选中 QPI。",
"expected_output_elements": [
"classification=no_call"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"qpi",
"intellectual_archaeology"
],
"expected_classification": "no_call",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"hard_no_call_gate"
],
"forbidden_elements": [
"problem_definition"
],
"evaluation_mode": "structured",
"notes": "Round 03.1 direct execution no-call."
},
{
"case_id": "case_qpi_how_to_excel_no_call_001",
"model_id": "qpi",
"case_type": "no_call",
"input": "如何在 Excel 里冻结首行?",
"expected_behavior": "应 no_call普通工具 how-to 不应因裸“如何”触发 QPI。",
"failure_signal": "selector 选中 QPI。",
"expected_output_elements": [
"classification=no_call"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"qpi",
"intellectual_archaeology"
],
"expected_classification": "no_call",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"no_call"
],
"forbidden_elements": [
"problem_definition"
],
"evaluation_mode": "structured",
"notes": "Round 03.2 no-call trap: narrow bare qpi_gate_signals."
},
{
"case_id": "case_qpi_how_to_markdown_pdf_no_call_001",
"model_id": "qpi",
"case_type": "no_call",
"input": "如何把 Markdown 转 PDF",
"expected_behavior": "应 no_call普通格式转换 how-to 不应调用 QPI。",
"failure_signal": "selector 选中 QPI。",
"expected_output_elements": [
"classification=no_call"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"qpi",
"intellectual_archaeology"
],
"expected_classification": "no_call",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"no_call"
],
"forbidden_elements": [
"problem_definition"
],
"evaluation_mode": "structured",
"notes": "Round 03.2 no-call trap: generic how-to is not QPI."
},
{
"case_id": "case_qpi_dictionary_judgment_no_call_001",
"model_id": "qpi",
"case_type": "no_call",
"input": "判断这个词是什么意思。",
"expected_behavior": "应 no_call普通词义判断不应因裸“判断”触发 QPI。",
"failure_signal": "selector 选中 QPI。",
"expected_output_elements": [
"classification=no_call"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"qpi",
"intellectual_archaeology"
],
"expected_classification": "no_call",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"no_call"
],
"forbidden_elements": [
"problem_definition"
],
"evaluation_mode": "structured",
"notes": "Round 03.2 no-call trap: dictionary judgment is not QPI."
},
{
"case_id": "case_qpi_analysis_override_should_call_001",
"model_id": "qpi",
"case_type": "selector_gate",
"input": "请把下面内容总结成三点,但不要只执行,请分析背后的问题定义和组织结构冲突。",
"expected_behavior": "显式 analysis override 应覆盖直接执行 no-callselector 应选择 QPI。",
"failure_signal": "hard no-call 误杀包含明确分析 override 的混合请求。",
"expected_output_elements": [
"selected=qpi",
"analysis_override"
],
"should_call_model": true,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "mixed",
"expected_dominant_scarcity": "consensus_order",
"expected_max_depth": "not_applicable",
"minimum_required_elements": [
"override_preserved"
],
"forbidden_elements": [
"hard_no_call_without_override_check"
],
"evaluation_mode": "structured",
"notes": "Round 03.1 override trap: direct execution phrase plus explicit analysis request."
},
{
"case_id": "case_ia_positive_deep_modeling_001",
"model_id": "intellectual_archaeology",
"case_type": "positive",
"input": "我们要把专家对课堂质量的直觉变成一个可复用评价模型,但不知道底层教育目的和学习机制如何支撑指标。",
"expected_behavior": "应调用思想考古学,下潜到核心机理层,标出验证需求。",
"failure_signal": "只总结表层指标。",
"expected_output_elements": [
"should_call=true",
"recommended_max_depth=core_mechanism"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "core_mechanism",
"minimum_required_elements": [
"stop_reason",
"validation_needed"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "重型正例。"
},
{
"case_id": "case_ia_positive_resilience_001",
"model_id": "intellectual_archaeology",
"case_type": "positive",
"input": "新的教学工具出现后,我们想知道现有评价模型需要局部调整还是必须重建底层教育模型。",
"expected_behavior": "应区分稳定内核和可变外壳,判断冲击层级。",
"failure_signal": "动辄推倒全部模型。",
"expected_output_elements": [
"稳定内核",
"冲击层级"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "purpose",
"minimum_required_elements": [
"layers_to_analyze",
"action_implication"
],
"forbidden_elements": [
"默认哲学基岩"
],
"evaluation_mode": "structured",
"notes": "中重型正例。"
},
{
"case_id": "case_ia_positive_model_extraction_001",
"model_id": "intellectual_archaeology",
"case_type": "positive",
"input": "我要从一篇长文章中抽取可复用认知模型,需要判断它的机制、边界和底层假设。",
"expected_behavior": "应调用思想考古,最多到核心机理层或人类能力层。",
"failure_signal": "只做摘要或直接上哲学。",
"expected_output_elements": [
"模型抽取",
"recommended_max_depth"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "core_mechanism",
"minimum_required_elements": [
"assumptions_by_layer",
"validation_needed"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "模型抽取场景。"
},
{
"case_id": "case_ia_positive_heavy_failure_001",
"model_id": "intellectual_archaeology",
"case_type": "positive",
"input": "这个战略方案连续三次失败,但每次复盘都只停留在执行动作,我们怀疑底层目的和机制错了。",
"expected_behavior": "应调用,允许下潜到目的层或核心机理层。",
"failure_signal": "只给执行建议。",
"expected_output_elements": [
"entry_reason",
"core_mechanism"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "core_mechanism",
"minimum_required_elements": [
"no_deeper_reason"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "重型失败复盘。"
},
{
"case_id": "case_ia_positive_heavy_philosophy_001",
"model_id": "intellectual_archaeology",
"case_type": "positive",
"input": "我们正在定义问题本身的模型,涉及认知主体和现实映射的关系。",
"expected_behavior": "可下潜到哲学基岩层,但必须说明为何需要。",
"failure_signal": "不说明理由就上哲学。",
"expected_output_elements": [
"philosophical_bedrock",
"entry_reason"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "philosophical_bedrock",
"minimum_required_elements": [
"stop_reason",
"action_implication"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "少数可到哲学基岩的正例。"
},
{
"case_id": "case_ia_boundary_medium_purpose_001",
"model_id": "intellectual_archaeology",
"case_type": "boundary",
"input": "我们知道课堂评价指标,但不知道它服务的教育目的是否一致。",
"expected_behavior": "应下潜到目的层后停止。",
"failure_signal": "自动下潜到哲学基岩。",
"expected_output_elements": [
"recommended_max_depth=purpose"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "purpose",
"minimum_required_elements": [
"no_deeper_reason"
],
"forbidden_elements": [
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "中型目的层。"
},
{
"case_id": "case_ia_boundary_medium_process_001",
"model_id": "intellectual_archaeology",
"case_type": "boundary",
"input": "流程卡住了,我们需要理解实际业务过程,而不是重写价值观。",
"expected_behavior": "最多到过程层,说明停止理由。",
"failure_signal": "展开人类能力或哲学层。",
"expected_output_elements": [
"recommended_max_depth=process"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "process",
"minimum_required_elements": [
"stop_reason"
],
"forbidden_elements": [
"human_capability",
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "过程层停止。"
},
{
"case_id": "case_ia_boundary_medium_core_001",
"model_id": "intellectual_archaeology",
"case_type": "boundary",
"input": "我们已经有流程图,但不知道学习机制是否支撑这个流程。",
"expected_behavior": "可下潜到核心机理层,不应继续到哲学基岩。",
"failure_signal": "无条件七层全开。",
"expected_output_elements": [
"core_mechanism",
"no_deeper_reason"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "core_mechanism",
"minimum_required_elements": [
"validation_needed"
],
"forbidden_elements": [
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "核心机理层停止。"
},
{
"case_id": "case_ia_no_call_fact_001",
"model_id": "intellectual_archaeology",
"case_type": "no_call",
"input": "我只是想知道这篇文章里有没有提到某个工具名称。",
"expected_behavior": "不应调用思想考古,应建议直接检索。",
"failure_signal": "强行展开七层哲学分析。",
"expected_output_elements": [
"should_call=false"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"entry_reason"
],
"forbidden_elements": [
"七层"
],
"evaluation_mode": "structured",
"notes": "事实检索 no-call。"
},
{
"case_id": "case_ia_no_call_edit_001",
"model_id": "intellectual_archaeology",
"case_type": "no_call",
"input": "请把这段话润色一下,不要深入分析。",
"expected_behavior": "不调用。",
"failure_signal": "展开底层假设。",
"expected_output_elements": [
"should_call=false"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"no_deeper_reason"
],
"forbidden_elements": [
"底层假设"
],
"evaluation_mode": "structured",
"notes": "润色 no-call。"
},
{
"case_id": "case_ia_no_call_light_execution_001",
"model_id": "intellectual_archaeology",
"case_type": "no_call",
"input": "按钮文案写错了,直接改成保存即可。",
"expected_behavior": "不调用。",
"failure_signal": "重新定义用户关系。",
"expected_output_elements": [
"should_call=false"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"action_implication"
],
"forbidden_elements": [
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "轻量执行 no-call。"
},
{
"case_id": "case_ia_misuse_philosophizing_001",
"model_id": "intellectual_archaeology",
"case_type": "misuse",
"input": "我们已经知道方案只需要修一个按钮文案,但还想顺便从哲学基岩重新定义用户关系。",
"expected_behavior": "应拒绝过度下钻,说明继续下潜不会改变判断或行动。",
"failure_signal": "接受无必要的哲学化扩展。",
"expected_output_elements": [
"停止下钻",
"行动不改变"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"no_deeper_reason"
],
"forbidden_elements": [
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "过度哲学化。"
},
{
"case_id": "case_ia_misuse_no_validation_001",
"model_id": "intellectual_archaeology",
"case_type": "misuse",
"input": "我们用七层结构写出一个很自洽的模型,准备直接上线,不做红队、数据对撞或专家盲审。",
"expected_behavior": "应指出内部自洽不等于现实有效,要求补充验证机制。",
"failure_signal": "把七层结构本身视为充分验证。",
"expected_output_elements": [
"validation_needed"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "core_mechanism",
"minimum_required_elements": [
"validation_needed"
],
"forbidden_elements": [
"直接上线"
],
"evaluation_mode": "structured",
"notes": "无验证误用。"
},
{
"case_id": "case_ia_misuse_layer_jump_001",
"model_id": "intellectual_archaeology",
"case_type": "misuse",
"input": "我们还没弄清应用层事实,就想直接讨论哲学基岩。",
"expected_behavior": "应阻止层级跳跃,从应用层事实和证据缺口开始。",
"failure_signal": "跳过中间层级。",
"expected_output_elements": [
"layers_to_analyze",
"application"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "application",
"minimum_required_elements": [
"stop_reason"
],
"forbidden_elements": [
"philosophical_bedrock"
],
"evaluation_mode": "structured",
"notes": "层级跳跃误用。"
},
{
"case_id": "case_ia_selector_gate_qpi_first_001",
"model_id": "intellectual_archaeology",
"case_type": "selector_gate",
"input": "这个问题到底是缺数据、缺路径还是缺共识?",
"expected_behavior": "selector 应先选 QPI不应直接选思想考古。",
"failure_signal": "IA 抢在 QPI 前。",
"expected_output_elements": [
"qpi first"
],
"should_call_model": false,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"rejected_models"
],
"forbidden_elements": [
"selected IA"
],
"evaluation_mode": "structured",
"notes": "QPI-before-IA gate。"
},
{
"case_id": "case_ia_selector_gate_no_heavy_signal_001",
"model_id": "intellectual_archaeology",
"case_type": "selector_gate",
"input": "底层这个词怎么翻译?只要一个英文。",
"expected_behavior": "虽然有底层一词,也不应召回思想考古。",
"failure_signal": "关键词误召回。",
"expected_output_elements": [
"rejected_models"
],
"should_call_model": false,
"expected_primary_model": "none",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"negative trigger"
],
"forbidden_elements": [
"七层"
],
"evaluation_mode": "structured",
"notes": "关键词误召回防护。"
},
{
"case_id": "case_ia_pipeline_after_qpi_001",
"model_id": "intellectual_archaeology",
"case_type": "pipeline",
"input": "QPI 已判断为中重型课题,且需要抽取底层机制和验证路径。",
"expected_behavior": "IA 可作为 QPI 后续模型被调用。",
"failure_signal": "在 QPI 放行后仍拒绝。",
"expected_output_elements": [
"QPI 后续",
"should_call=true"
],
"should_call_model": true,
"expected_primary_model": "intellectual_archaeology",
"negative_expected_models": [],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "core_mechanism",
"minimum_required_elements": [
"entry_reason"
],
"forbidden_elements": [],
"evaluation_mode": "structured",
"notes": "QPI 后续 pipeline。"
},
{
"case_id": "case_ia_negative_explicit_do_not_call_001",
"model_id": "intellectual_archaeology",
"case_type": "selector_gate",
"input": "QPI 已判断:这是 Issue。先不要思想考古只做问题定性复核。",
"expected_behavior": "selector 应选择 QPI并硬拒绝思想考古。",
"failure_signal": "因为“思想考古”和“QPI 已判断”加分而仍选中 IA。",
"expected_output_elements": [
"selected=qpi",
"rejected=intellectual_archaeology"
],
"should_call_model": false,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"model_level_hard_exclusion"
],
"forbidden_elements": [
"selected IA"
],
"evaluation_mode": "structured",
"notes": "Round 03.2 hard exclusion trap: explicit IA refusal must override score."
},
{
"case_id": "case_ia_negative_only_qpi_001",
"model_id": "intellectual_archaeology",
"case_type": "selector_gate",
"input": "不要思想考古,只做 QPI 复核。",
"expected_behavior": "selector 应选择 QPI并硬拒绝思想考古。",
"failure_signal": "IA 负触发只被当作 penalty仍可能被选中。",
"expected_output_elements": [
"selected=qpi",
"rejected=intellectual_archaeology"
],
"should_call_model": false,
"expected_primary_model": "qpi",
"negative_expected_models": [
"intellectual_archaeology"
],
"expected_classification": "not_applicable",
"expected_dominant_scarcity": "not_applicable",
"expected_max_depth": "no_call",
"minimum_required_elements": [
"model_level_hard_exclusion"
],
"forbidden_elements": [
"selected IA"
],
"evaluation_mode": "structured",
"notes": "Round 03.2 hard exclusion trap: only-QPI instruction rejects IA."
}
]
}