feat(Phase 3): 學習閉環重建 — 三根因修復 + 2x EWMA + Evolver Agent
ADR-083 Phase 3 學習閉環重建: **三根因修復** - approval_execution.py: fire-and-forget create_task → await asyncio.wait_for(timeout=30) × 2 (成功路徑 L265 + 失敗路徑 L353,超時記錄 learning_trigger_timeout metric,主流程不 crash) - models/approval.py: ApprovalRequestBase 新增 matched_playbook_id 欄位 - decision_manager.py: _auto_execute 建立 ApprovalRequest 時填充 matched_playbook_id - learning_service.py: 雙路徑查找 _matched_pb_id(matched_playbook_id + metadata fallback) **2x EWMA 負向強化** - models/playbook.py: 新增 trust_score: float = 0.3(EWMA 動態信任度欄位) - repositories/playbook_repository.py: update_stats 加 EWMA 成功: trust = 0.9 × old + 0.1 × 1.0 失敗: trust = 0.8 × old + 0.2 × 0.0(衰減速度 2x) trust < 0.1 → log warning,等 Evolver 封存 **Evolver Agent(新建)** - services/playbook_evolver.py: 三功能全靜態規則 1. 低信任封存: trust < 0.1 → DEPRECATED 2. 休眠封存: 30d 未使用 AND trust < 0.5 → DEPRECATED 3. 相似合併: 症狀 Jaccard > 0.9 → 保留高 trust,封存低 trust AIOPS_P3_EVOLVER_ENABLED=False 預設關閉 **文件** - ADR-083 學習閉環重建 - MASTER §8 Phase 3 完工記錄 AIOPS_P3_ENABLED=False(預設),骨架就位等統帥批准開啟 Co-Authored-By: Claude Sonnet 4.6(亞太)<noreply@anthropic.com>
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@@ -292,7 +292,15 @@ class PlaybookRepository:
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playbook_id: str,
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success: bool,
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) -> bool:
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"""更新執行統計"""
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"""
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更新執行統計 + EWMA 信任度
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ADR-083 Phase 3: 負向 2x 強化 EWMA 公式
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成功: trust_new = 0.9 * trust_old + 0.1 * 1.0
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失敗: trust_new = 0.8 * trust_old + 0.2 * 0.0(衰減速度 2x)
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trust < 0.1 → 記錄警告,由 Evolver Agent 封存
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2026-04-15 ogt + Claude Sonnet 4.6(亞太): Phase 3 EWMA 實裝
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"""
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try:
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playbook = await self.get_by_id(playbook_id)
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if not playbook:
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@@ -300,17 +308,32 @@ class PlaybookRepository:
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if success:
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playbook.success_count += 1
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# 正向 EWMA:alpha=0.1,正向結果權重較小(保守更新)
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playbook.trust_score = 0.9 * playbook.trust_score + 0.1 * 1.0
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else:
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playbook.failure_count += 1
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# 負向 EWMA:alpha=0.2,失敗懲罰 2x(快速衰退)
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playbook.trust_score = 0.8 * playbook.trust_score + 0.2 * 0.0
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# 邊界保護
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playbook.trust_score = max(0.0, min(1.0, playbook.trust_score))
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playbook.last_used_at = now_taipei()
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await self.update(playbook)
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if playbook.trust_score < 0.1:
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logger.warning(
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"playbook_trust_low_auto_archive_candidate",
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playbook_id=playbook_id,
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trust_score=playbook.trust_score,
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hint="Evolver Agent 應將此 Playbook 封存",
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)
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logger.info(
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"playbook_stats_updated",
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playbook_id=playbook_id,
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success=success,
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success_rate=playbook.success_rate,
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trust_score=playbook.trust_score,
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)
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return True
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