{
  "model_id": "qpi",
  "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 QPI；QPI 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 Issue：Issue 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 issue：data_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 issue：data_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 mixed，dominant_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 mixed：local 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 mixed，dominant_scarcity=consensus_order：credential 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 mixed，dominant_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 mixed，dominant_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 mixed，dominant_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 mixed，dominant_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 mixed，dominant_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 issue，dominant_scarcity=consensus_order，并明确 no_personnel_verdict：QPI 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 mixed，dominant_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 issue，dominant_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 mixed，dominant_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 issue，dominant_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 issue，dominant_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 issue，dominant_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 issue，dominant_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 issue，dominant_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 issue，dominant_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 problem，dominant_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=true，context_sufficiency=low，classification_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_depth_limited_qpi_only_001",
      "model_id": "qpi",
      "case_type": "selector_gate",
      "input": "不要展开到思想考古，只做 QPI 复核。",
      "expected_behavior": "应选择 QPI 并拒绝 IA；“不要展开”在此表示限制深度，不是全局 no-call。",
      "failure_signal": "selector 返回 no_call=true 或选中 IA。",
      "expected_output_elements": [
        "selected=qpi",
        "rejected=intellectual_archaeology",
        "no_call=false"
      ],
      "should_call_model": true,
      "expected_primary_model": "qpi",
      "negative_expected_models": [
        "intellectual_archaeology"
      ],
      "expected_classification": "mixed",
      "expected_dominant_scarcity": "unknown",
      "expected_max_depth": "not_applicable",
      "minimum_required_elements": [
        "depth_limited_qpi_override"
      ],
      "forbidden_elements": [
        "global_no_call"
      ],
      "evaluation_mode": "structured",
      "notes": "Round 03.2a depth-limiting override trap: global no-call phrase plus QPI-only intent."
    },
    {
      "case_id": "case_qpi_depth_limited_problem_definition_001",
      "model_id": "qpi",
      "case_type": "selector_gate",
      "input": "不要深入分析，只做问题定性。",
      "expected_behavior": "应选择 QPI 并拒绝 IA；“不要深入分析”限制深度，但问题定性仍需要 QPI。",
      "failure_signal": "selector 返回 no_call=true 或选中 IA。",
      "expected_output_elements": [
        "selected=qpi",
        "rejected=intellectual_archaeology",
        "no_call=false"
      ],
      "should_call_model": true,
      "expected_primary_model": "qpi",
      "negative_expected_models": [
        "intellectual_archaeology"
      ],
      "expected_classification": "mixed",
      "expected_dominant_scarcity": "unknown",
      "expected_max_depth": "not_applicable",
      "minimum_required_elements": [
        "depth_limited_problem_definition"
      ],
      "forbidden_elements": [
        "global_no_call"
      ],
      "evaluation_mode": "structured",
      "notes": "Round 03.2a depth-limiting override trap: limited problem definition should route to QPI."
    },
    {
      "case_id": "case_qpi_depth_limited_dominant_scarcity_001",
      "model_id": "qpi",
      "case_type": "selector_gate",
      "input": "不要展开，只判断主导稀缺。",
      "expected_behavior": "应选择 QPI 并拒绝 IA；主导稀缺判断属于 QPI 限定分析。",
      "failure_signal": "selector 返回 no_call=true 或选中 IA。",
      "expected_output_elements": [
        "selected=qpi",
        "rejected=intellectual_archaeology",
        "no_call=false"
      ],
      "should_call_model": true,
      "expected_primary_model": "qpi",
      "negative_expected_models": [
        "intellectual_archaeology"
      ],
      "expected_classification": "mixed",
      "expected_dominant_scarcity": "unknown",
      "expected_max_depth": "not_applicable",
      "minimum_required_elements": [
        "dominant_scarcity_gate"
      ],
      "forbidden_elements": [
        "global_no_call"
      ],
      "evaluation_mode": "structured",
      "notes": "Round 03.2a depth-limiting override trap: dominant-scarcity-only judgment should route to 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-call，selector 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_qpi_round04_translation_payload_no_call_001",
      "model_id": "qpi",
      "case_type": "no_call",
      "input": "把这句话翻译成英文：这个模型还处在草稿阶段。",
      "expected_behavior": "应 no_call：翻译任务不应因为待翻译内容里的“模型”触发 QPI。",
      "failure_signal": "selector 选中 QPI，尤其是把 payload 中的“模型”当作复杂度信号。",
      "expected_output_elements": [
        "no_call=true",
        "selected_models=[]"
      ],
      "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": [
        "translation_no_call"
      ],
      "forbidden_elements": [
        "payload_complexity_trigger"
      ],
      "evaluation_mode": "structured",
      "notes": "Round 04.1 target from R04-BI-002: translation payload must not trigger QPI."
    },
    {
      "case_id": "case_qpi_round04_depth_limited_specific_scarcity_001",
      "model_id": "qpi",
      "case_type": "selector_gate",
      "input": "不要深入分析，只判断这件事的主导稀缺是什么。",
      "expected_behavior": "应选择 QPI 并拒绝 IA；“不要深入分析”限制深度，主导稀缺判断仍属于 QPI 轻量判断。",
      "failure_signal": "selector 返回 no_call=true 或选中 IA。",
      "expected_output_elements": [
        "selected=qpi",
        "rejected=intellectual_archaeology",
        "no_call=false"
      ],
      "should_call_model": true,
      "expected_primary_model": "qpi",
      "negative_expected_models": [
        "intellectual_archaeology"
      ],
      "expected_classification": "mixed",
      "expected_dominant_scarcity": "unknown",
      "expected_max_depth": "not_applicable",
      "minimum_required_elements": [
        "depth_limited_qpi_override"
      ],
      "forbidden_elements": [
        "global_no_call"
      ],
      "evaluation_mode": "structured",
      "notes": "Round 04.1 target from R04-BI-035."
    },
    {
      "case_id": "case_qpi_round04_depth_limited_scarcity_set_001",
      "model_id": "qpi",
      "case_type": "selector_gate",
      "input": "不要展开到底层理论，只判断现在是缺信息、缺路径还是缺共识。",
      "expected_behavior": "应选择 QPI 并拒绝 IA；“不要展开”限制深度，不应阻断缺信息 / 缺路径 / 缺共识判断。",
      "failure_signal": "selector 返回 no_call=true 或选中 IA。",
      "expected_output_elements": [
        "selected=qpi",
        "rejected=intellectual_archaeology",
        "no_call=false"
      ],
      "should_call_model": true,
      "expected_primary_model": "qpi",
      "negative_expected_models": [
        "intellectual_archaeology"
      ],
      "expected_classification": "mixed",
      "expected_dominant_scarcity": "unknown",
      "expected_max_depth": "not_applicable",
      "minimum_required_elements": [
        "depth_limited_qpi_override"
      ],
      "forbidden_elements": [
        "global_no_call"
      ],
      "evaluation_mode": "structured",
      "notes": "Round 04.1 target from R04-BI-036."
    },
    {
      "case_id": "case_qpi_round04_depth_limited_assumption_scarcity_001",
      "model_id": "qpi",
      "case_type": "selector_gate",
      "input": "不要展开到底层假设，只帮我看主导稀缺是什么。",
      "expected_behavior": "应选择 QPI 并拒绝 IA；“不要展开”和“底层假设”限制深度，主导稀缺判断仍属于 QPI 轻量判断。",
      "failure_signal": "selector 返回 no_call=true 或选中 IA。",
      "expected_output_elements": [
        "selected=qpi",
        "rejected=intellectual_archaeology",
        "no_call=false"
      ],
      "should_call_model": true,
      "expected_primary_model": "qpi",
      "negative_expected_models": [
        "intellectual_archaeology"
      ],
      "expected_classification": "mixed",
      "expected_dominant_scarcity": "unknown",
      "expected_max_depth": "not_applicable",
      "minimum_required_elements": [
        "depth_limited_qpi_override",
        "ia_heavy_signal_rejected"
      ],
      "forbidden_elements": [
        "global_no_call",
        "selected IA"
      ],
      "evaluation_mode": "structured",
      "notes": "Round 04.1 closeout from R04-BI-022: accepted collateral change; combines `不要展开`, `底层假设`, and `主导稀缺`."
    }
  ]
}