{
  "artifact": "t2l-h01-clarify-exit",
  "generated_at": "2026-09-19T01:58:51.965029+00:00",
  "date_local": "2026-09-19",
  "purpose": "执行批次 H 的 H-01「澄清出口 E1」（批次 H 的第一步；用户诉求：让客服「会问」而不是「一问就让转人工」）",
  "scope": [
    "app/service/agent/implementations/customer_service.py（业务层：E5a 判定）",
    "tests/unit/service/test_customer_service_agent.py（新增 12 条单测）"
  ],
  "pre_existing_state": {
    "already_present": "E5a 的出口本体（`_exit_clarify` / `CLARIFY_TEMPLATE` / `MAX_CLARIFY_ROUNDS=2`）与 E5b/E5c 分级此前已在位",
    "real_gaps_found": [
      "`needs_clarification` 全仓无消费方（分类器算出来、契约里有字段、没人读）",
      "没有任何「族」判定 ⇒ 无法区分「同族并列」与「跨族并列」",
      "缺主语（指代/过短且上文接不上）没有任何触发路径",
      "澄清触发只看分数带 ⇒ 同族并列也会被问「你要哪个」（伪问题）"
    ]
  },
  "implementation": {
    "added_helpers": {
      "_intent_needs_clarification()": "消费意图分类的 `needs_clarification`（DoD ①）",
      "_family_of(hit)": "取 `family_id`（`D2.4` v1.4「同族 = 同一个父块」）；取不到返回空串",
      "_missing_subject(request)": "判据与 `_search_query()` 同源（过短 or `_REFERRING_WORDS`），结论相反：上文接不上才为真",
      "_clarify_reason(request, hits, *, score, gap)": "返回四类理由码之一或 None（决策单点）"
    },
    "four_triggers": {
      "cross_family_tie": "候选跨族且 top1 与次优咬得紧（gap < MIN_GAP）",
      "weak_cross_family": "分数不足（< MID_SCORE）且跨族、gap 够大",
      "missing_subject": "过短/指代词，且上文取不出主语",
      "low_intent_confidence": "意图分类 `needs_clarification=True`"
    },
    "same_family_guard": "`family_id` 唯一且非空 + gap < MIN_GAP ⇒ 返回 None（DoD ⑥：同族并列该合并作答，不该问「你要哪个」）",
    "family_label_missing": "族标缺失**不当作同族**（按跨族处理）——宁可多问一句，也不把两个族的答案混着答",
    "wiring": "`_answer_from_knowledge` 的「不确定带」改为先问 `_clarify_reason`；理由码入 logger",
    "entry_guard": "澄清仅在**检索本身也不确定**时可达（分数够高或领先够多时直接作答）——不让「会问」把答得出的问题变成问一句"
  },
  "dod_mapping": {
    "① needs_clarification 被消费": "`_intent_needs_clarification()`；单测 `test_classifier_needs_clarification_is_consumed`",
    "② 四类触发条件": "`_clarify_reason` 四个理由码；四条单测各覆盖一个",
    "③ 一次只问一个问题、2—3 候选": "`CLARIFY_TEMPLATE` 单问句 + `CLARIFY_LIMIT=3`（口径此前已在位，本轮回归覆盖）",
    "④ 候选只来自当前可见档位": "候选即工具返回的 hits，已按 `visibility` 档位裁剪；澄清模板注释写明",
    "⑤ 同话题上限 2 轮，超限降 E5b": "`MAX_CLARIFY_ROUNDS=2` + 轮次取自 `request.metadata.clarification_round`；单测 `test_clarification_round_cap_falls_back_to_partial_not_transfer` 验证**不建单**",
    "⑥ 同族并列不澄清": "`known_single_family and gap < MIN_GAP ⇒ None`；单测 `test_same_family_tie_does_not_clarify` + 出口级 `test_knowledge_exit_does_not_clarify_on_same_family_tie`"
  },
  "tests_added": {
    "file": "tests/unit/service/test_customer_service_agent.py",
    "count": 12,
    "names": [
      "test_cross_family_tie_triggers_clarification",
      "test_same_family_tie_does_not_clarify",
      "test_weak_score_across_families_triggers_clarification",
      "test_missing_subject_triggers_clarification_when_history_cannot_resolve_it",
      "test_missing_subject_is_not_clarified_when_history_resolves_it",
      "test_classifier_needs_clarification_is_consumed",
      "test_no_candidate_above_the_clarify_floor_means_no_clarification",
      "test_missing_family_label_is_treated_as_cross_family",
      "test_knowledge_exit_clarifies_on_cross_family_tie",
      "test_knowledge_exit_does_not_clarify_on_same_family_tie",
      "test_knowledge_exit_clarifies_when_subject_is_missing",
      "test_clarification_round_cap_falls_back_to_partial_not_transfer"
    ]
  },
  "gates": {
    "targeted_pytest": {
      "file": "tests/unit/service/test_customer_service_agent.py",
      "passed": 32,
      "failed": 0
    },
    "full_pytest": {
      "result": "2 failed / 1591 passed / 2 skipped",
      "note": "2 failed = T0 基线同两项；passed 1579 → 1591（+12 = 本轮新单测）"
    },
    "ruff": {
      "scope": "app tests tools",
      "errors": 22,
      "note": "= 基线"
    },
    "mypy": {
      "scope": "app",
      "errors": 3,
      "note": "= 基线；中途曾因局部变量 `reason` 与「检索降级」分支同名报 str|None 赋值错误，已改名 `clarify_reason` 修掉"
    }
  },
  "honest_notes": [
    "同族并列**本期走 E5b**（部分答/引导），不是合并作答——合并作答要等 H-03（E4 证据约束生成），DoD ⑥ 只要求「不澄清」",
    "跨族 + 缺主语会先命中 `cross_family_tie` / `weak_cross_family` 理由码（行为同样是澄清），理由码不同但**结果一致**",
    "`needs_clarification` 只在检索也不确定时生效；检索有把握时仍然直接作答——「会问」不得以牺牲「答得准」为代价"
  ],
  "open_follow_ups": [
    "H-03（E4）：同族并列的**合并作答**，把 E5b 替换成证据约束生成",
    "H-04（E5 + 白名单收口）：转人工 4 类白名单与 E5c 上下文摘要",
    "H-06：46 条金标评测（`D3.7`）"
  ]
}