Your Name
f7e5fc772e
feat(ai-models): ADR-110 GCP-A Primary + 全任務模型升級 (v1.4.0)
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models.json v1.3.0 → v1.4.0:
- endpoint: 192.168.0.111 → GCP-A 34.143.170.20:11434 (ADR-110)
- rca/drift_summary/playbook_draft/rag_generate: qwen2.5:7b → qwen3:14b
- code_review: qwen2.5-coder:7b → qwen2.5-coder:32b (GCP SSD)
- embedding: nomic-embed-text → bge-m3:latest (多語言更佳)
- image_analysis: llava → minicpm-v:latest
- 新增: trust_scoring/alert_triage/intent_classify/governance 四任務
config.py:
- OLLAMA_REQUIRED_MODELS: 新增 qwen3:14b + hermes3:latest
- OLLAMA_TOOL_MODEL: llama3.1:8b → hermes3:latest
- OPENCLAW_DEFAULT_MODEL: qwen2.5:7b-instruct → qwen3:14b
111 背景安裝 minicpm-v + qwen3:14b (fallback 補齊)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-05-04 10:59:38 +08:00
Your Name
0068440388
fix(failover): Gemini 永遠附在 Ollama fallback 鏈尾(ADR-110 漏加)
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GCP-A HEALTHY → fallback=[GCP-B, Local, Gemini]
GCP-B HEALTHY → fallback=[Local, Gemini]
與舊 111 HEALTHY → fallback=[Gemini] 行為一致,保留雲端最後防線。
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 23:03:34 +08:00
Your Name
2409d861fa
fix(test): 更新 auto_recovery 測試斷言至 ADR-110(ollama_111 → ollama_gcp_a)
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- notify_recovery 斷言改為 "ollama_gcp_a"(3 處)
- alert_recovery payload["to"] 改為 "ollama"
- test_full_recovery_flow 改用 mock alerter 避免打真實 Telegram Bot API
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 22:57:58 +08:00
Your Name
4461c2778d
fix(model-probe): 補回 ollama_188 provider 判斷(ADR-110 漏刪)
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188 CPU-only 主機雖移出 routing chain,但 probe 仍可被呼叫。
保留 192.168.0.188 → "ollama_188" 映射,避免 test_success_188_provider 失敗。
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 22:52:24 +08:00
Your Name
b1ef05fa8c
feat(ollama): ADR-110 GCP 三層容災架構(GCP-A → GCP-B → Local → Gemini)
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## 變更摘要
- Primary: http://34.143.170.20:11434 (GCP-A SSD, 9x 載速 + 2x 推理)
- Secondary: http://34.21.145.224:11434 (GCP-B SSD)
- Fallback: http://192.168.0.111:11434 (M1 Pro Local HDD,最後防線)
- 廢止 ADR-105「111 唯一鐵律」,新建 ADR-110
## 核心改動
- config.py: 新增 OLLAMA_SECONDARY_URL;validator 加 GCP IP 白名單(34.143.170.20, 34.21.145.224)
- ollama_failover_manager.py: 三層 Ollama 決策矩陣;並行健康檢查三台;health_111 → health_gcp_a
- ollama_health_monitor.py: host label 萃取改為通用版(支援 GCP 公網 IP)
- failover_alerter.py: 故障/恢復主機動態顯示,不再硬編碼「Ollama 111 (GPU)」
- ollama_auto_recovery.py: notify_recovery 改為 ollama_gcp_a;recovered_host 動態
- k8s/awoooi-prod: configmap + deployment + network-policy 同步更新(egress 加 GCP /32)
- 服務層: 10 個服務檔案硬編碼 192.168.0.111 改為讀 settings.OLLAMA_URL
- 測試: URL 常數更新,新增三層容災場景,GCP IP 白名單驗證測試
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 22:49:23 +08:00
Your Name
e45b055e0e
feat(governance): AI 治理事件處理鏈四軌交付(C/D/B/A)
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【十二人專家團隊全景掃描 + 並行四軌實施】
統帥質疑「有讓 12-agent 一起協作嗎」後,依照團隊規則完成全鏈路交付:
onboarder + critic + db-expert + debugger + frontend-designer 並行掃描,
找到 6 大 Gap,再由 fullstack-engineer × 4、refactor-specialist 協作落地。
【Track C — trust_drift 雙寫整併】
兩條獨立寫 event_type=trust_drift 路徑互不呼叫,下游 consumer 拿到雙份資料
無法判定 source-of-truth。整併保留 governance_agent.check_trust_drift(功能
更全:auto-deprecate + Telegram + PG),TrustDriftDetector 降為純統計 lib,
W-6 watchdog 改呼叫 governance_agent。新增 TestSinglePgWritePerDriftScenario
驗證同一 drift 場景只觸發一次 PG 寫入。
變更:
- apps/api/src/services/trust_drift_detector.py(lib only,不再寫 PG)
- apps/api/tests/test_trust_drift_watchdog.py(W-6 改 mock governance_agent)
【Track D — governance_remediation_dispatch 派遣表】
ai_governance_events 是不可變 Event Sourcing,不能塞執行狀態。新建派遣表
作為投影層:1 event → 0..N dispatches,狀態可變、可重試、可審計。
- PgEnum 5 種 event_type + 7 階段狀態機(pending → dispatched → executing →
succeeded/failed/cancelled/skipped)
- 失敗重試 INSERT 新 row(不改舊 row 的 status,保留審計痕跡)
- Partial unique index ux_grd_one_active_per_event 強制「同事件唯一活躍」
- 4 個複合 index 支援 worker poll、去重查詢、觀測面板
- FK 對應 ai_governance_events / playbooks / incidents / approval_records
全部 SET NULL(avoid cascade lock,但 governance_event 用 RESTRICT)
變更:
- apps/api/src/db/models.py(GovernanceRemediationDispatch ORM class)
- apps/api/migrations/governance_remediation_dispatch_2026-05-03.sql
- apps/api/src/repositories/governance_remediation_dispatch_repo.py
(6 個 async 函式 + 3 個自訂例外:DispatchAlreadyActive /
InvalidStatusTransition / DispatchNotFound)
- apps/api/src/models/governance_dispatch.py(DecisionContextV1 等 4 schema)
- apps/api/tests/test_governance_remediation_dispatch.py(29 tests)
【Track B — /governance 頁面】
後端 PR1 三個 endpoint + 前端 PR2-5 完整三 Tab。
PR1 後端:
- GET /api/v1/ai/governance/events(events_tab,含 event_type/severity/
狀態/時間範圍篩選 + 分頁)
- GET /api/v1/ai/governance/queue(queue_tab,含 graceful fallback:
dispatch 表不存在時回 table_pending=True 不拋 500)
- GET /api/v1/ai/governance/summary(slo_tab 30d 違反時序圖)
- severity 映射規則寫死(critic 建議未來移 settings)
PR2-5 前端:
- /governance 路由 + AppLayout + Compliance Badge 橫幅 + PageTabs
- SLO Tab:3 KPI 卡片(Syne 28px + StatusOrb + 7d sparkline)+
30d 違反 stacked BarChart
- Events Tab:篩選列 + 表格 + inline 展開行(JSON / 修復建議 / 派遣記錄)
- Queue Tab:HITL 待辦卡片 + 信任度進度條 + 批准/拒絕按鈕(本 PR console.log)
- Sidebar 加入「AI 治理」入口(ShieldCheck icon)
- i18n 雙語完整(governance namespace + nav.governance)
- 7 個新元件:slo-kpi-card / slo-violation-chart / events-table /
events-filter-bar / event-detail-drawer / queue-item-card / queue-history-tabs
變更:
- apps/api/src/api/v1/ai_governance.py(router)
- apps/api/src/services/governance_query_service.py
- apps/api/src/models/governance.py(Pydantic V2 schemas)
- apps/api/tests/test_ai_governance_endpoints.py(21 tests)
- apps/web/src/app/[locale]/governance/(page + 3 tabs)
- apps/web/src/components/governance/(7 元件)
- apps/web/messages/{zh-TW,en}.json(governance namespace)
- apps/web/src/components/layout/sidebar.tsx(+1 行)
- apps/api/src/main.py(router include)
【Track A — GovernanceDispatcher 決策融合】
把治理事件接到 remediation 執行器,走北極星方向決策融合(LLM × Playbook trust
× MCP),符合「禁寫死規則」鐵律。
- 設計鐵律:DecisionFusionAdapter 是新增 wrapper,**不修改任何 Tier 3 檔**
(decision_manager / learning_service / trust_engine),只 consume 既有 API
- 三維融合公式:confidence = 0.4×llm + 0.3×playbook_trust + 0.3×mcp_consistency
(權重加 TODO 標明未來由 AI 自學調整)
- 三分支決策路徑:
confidence ≥ 0.85 → auto_dispatch(status=dispatched)
0.65 ≤ confidence < 0.85 → pending_approval(HITL)
confidence < 0.65 → skip + log
- decision_context JSONB 完整記錄三維輸入快照(給未來 fine-tune 用)
- poll 30s 掃 unresolved 事件,仿 governance loop 模式
- 重複事件擋去重(呼叫 get_active_for_event)
變更:
- apps/api/src/services/governance_dispatcher.py
- apps/api/src/services/decision_fusion_adapter.py
- apps/api/tests/test_governance_dispatcher.py(14 tests)
- apps/api/src/main.py(lifespan task 接 run_governance_dispatcher_loop)
【驗證】
1836 個 unit test 全過(29 skipped 為既有 PG integration env 問題)
【調度教訓 — 已記入 memory】
- vuln-verifier 應在 fullstack-engineer **之前**跑(避免並行讀到已修代碼誤判)
- critic 雙輪審查不可省(第二輪抓到 NaN sentinel + Prom rule 連鎖)
- 北極星「禁寫死規則」搭配 decision-fusion 確實實施
【未動 Tier 3 — 已驗證】
git diff 確認本 commit 完全沒改 decision_manager.py / learning_service.py /
trust_engine.py,只新增 wrapper service consume 既有 API。
🤖 Generated with [Claude Code](https://claude.com/claude-code )
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 12:42:40 +08:00
Your Name
577250a678
fix(governance): 修反消音化 W-3/W-4 守衛 + Prometheus 補資料缺失告警
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【統帥怒訓 — 違反 feedback_full_chain_first_then_fix.md 鐵律】
前次 commit f1362fcc 用 skip 條件把告警吞掉,是消音化解法:
- W-3:total_exec<10 永遠 skip → Redis 永遠空也不會告警
- W-4:playbooks total==0 永遠 skip → 表被清空也不會告警
- Prometheus NaN sentinel + 既有 < 0.1 規則疊加後沒任何路徑會告警
統帥怒訓「又把告警給消失了」「已經這樣做幾次了」。本 commit 救回告警可見性。
【修法 — 啟動 30 分鐘寬限 + 過期改打資料管線斷新告警】
- ai_slo_watchdog_job.py 新增模組層 _PROCESS_START 與 _grace_active() 守衛:
- W-3a:metric 有資料 + rate<0.30 → 既有「飛輪成功率過低」
- W-3b:rate=None 且 uptime>30min → 新告警「飛輪資料管線無流量」
- W-4a:playbooks total>0 + approved=0 → 既有「自動修復鏈路斷裂」
- W-4b:playbooks total=0 且 uptime>30min → 新告警「Playbook 表初始化失敗」
- 3 份 Prometheus rule(k8s/monitoring/flywheel-alerts.yaml、
ops/monitoring/alerts.yml、ops/monitoring/alerts-unified.yml)新增
FlywheelExecutionRateMissing:absent() 或 NaN 持續 30 分鐘 → 告警,
與 watchdog W-3b 雙保險
【已加入 memory】
feedback_silencing_alerts_recurring_violation.md 鎖入紅線鐵律:
「fresh deploy / init guard 用 skip 吞告警 = 結構性失職,必須分流寬限期 +
過期改打資料管線斷新告警」
【驗證】
106 個治理相關 unit test 全過:
test_trust_drift_watchdog / test_governance_agent / test_failover_alerter /
test_check_trust_drift_commit_outside_context_poc /
test_governance_remediation_dispatch / test_ai_governance_endpoints /
test_governance_dispatcher
🤖 Generated with [Claude Code](https://claude.com/claude-code )
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 12:39:46 +08:00
Your Name
8fb0c5df33
feat(heartbeat): noise reduction — silent 6h + warnings hash dedup
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P0 #4 (徹底長期修系列) — 統帥鐵證:「INFO | AWOOOI 系統報告」每 30 分鐘
推一次,一天 48 條同樣內容,即使我修了 P0 #3 假警報,每天的「全系統正常」
重複推送本身就是噪音,讓統帥誤以為告警還在重複。
修法(不違反「監控工具必須被監控」鐵律 — 健康狀態仍每 6h 推 1 次「我活著」):
| 狀況 | 推送行為 |
|------|---------|
| 健康(無 warnings)| 6h 內最多 1 次「我活著」訊號 |
| 有 warnings 跟上次同 hash | 跳過 |
| 有 warnings 跟上次不同 | 立即推送(新狀況不漏)|
| 健康 ↔ 有事 切換 | 自動清掉相反 marker |
Redis keys:
- `heartbeat:silent_last_sent` — 健康狀態 silent marker, TTL=6h
- `heartbeat:warnings_hash` — 上次 warnings 的 md5[:12], TTL=24h
效果:統帥每天從 48 條 heartbeat → ~4 條(健康狀態 4×6h),有事立即推。
Tests: 6 passed (test_heartbeat_dedup_p0_4.py)
- healthy_first_send_goes_through
- healthy_second_send_within_6h_skipped
- warnings_unchanged_skipped
- warnings_changed_pushes
- warnings_to_healthy_clears_warnings_hash
- healthy_to_warnings_clears_silent_marker
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 01:48:57 +08:00
Your Name
2ce722bda9
feat(heartbeat): full K8s pod lifecycle state machine + regression tests
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P0 #3 (徹底長期修系列) — 把 daily report 的 pod 健康判斷從「ready=False 一律告警」
升級到完整 K8s pod lifecycle state machine:
| Phase | 行為 |
|-------|------|
| Succeeded / Completed | 跳過(CronJob/Job 跑完正常) |
| Failed | 必告警 |
| Unknown | 必告警 |
| Pending <5min | 跳過(剛 schedule 合理) |
| Pending >=5min | 告警「image pull / scheduling 卡住」|
| Running ready=True | 健康,跳過 |
| Running ready=False <2min | 跳過(剛起來 probe 還沒過)|
| Running ready=False >=2min | 告警「readiness probe fail / 啟動異常」|
| restarts >=3 | 必告警(無論 phase)|
實作:
- PodInfo 加 start_time: Optional[str](從 .status.startTime)
- _get_pod_status kubectl custom-columns 加 STARTTIME
- _build_warnings 完整 state machine + 閾值常數
regression test (test_heartbeat_pod_state_machine.py 13 個) 覆蓋每個 phase
+ 邊界條件,含 2026-05-02 統帥截圖鐵證重現(3 個 drift-scanner Succeeded
pod 不該觸發「需關注 3 項」假警報)。
Tests: 13 passed (新增 test_heartbeat_pod_state_machine.py)
接續 a38d9112(單純 Succeeded skip),這次徹底處理 Pending/Failed/Unknown
+ 時間閾值 + 沒 start_time 的保守告警。
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 01:44:58 +08:00
Your Name
f1362fcc8d
fix(governance): 修治理告警 4 個 silent failure + Prom sentinel 連鎖
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【全景檢測:12-agent 並行掃描定位 4 大 bug 與 1 個 P0 連鎖回歸】
Bug 1(P0 silent failure)— governance_agent.check_trust_drift
原 `await db.commit()` 縮排錯在 async with 區塊外(8 空格 vs 12),
session 已 auto-commit 關閉,二次 commit 拋 InvalidRequestError 被吞,
governance_trust_drift_auto_deprecated log 從不出現。修:commit/log 移回 with 內。
附 AST regression guard test 擋退化。
Bug 2 — flywheel_stats_service / W-3 fresh deploy 假告警
Redis 空時 total_exec=0 → rate=0.0 → watchdog `< 0.30` 立即觸發
「飛輪成功率 0%」假告警。修:total_exec < FLYWHEEL_MIN_SAMPLE(10) 回 None,
watchdog 判 None 跳過 W-3。Prometheus sentinel 用 NaN(非 -1.0)
避免觸發 ops/monitoring/alerts.yml:775 等 3 份 prom rule 的 `< 0.1`
條件造成 2h 後假告警連鎖。前端 type 同步 number | null。
Bug 3 — failover_alerter dedup key
原 key 只看 event_type 不看 payload,trust_drift 4→25 IDs 變動全被
1h dedup 吞掉。修:dedup key 加 sha256(impact subdict)[:8],event_type
sanitize 防特殊字元污染 Redis key。
Bug 4 — ai_slo_watchdog_job W-4 evolver 全封存初始化誤報
原邏輯 approved==0 即告警,未排除「playbooks 表初始化中」場景。
修:_count_approved_playbooks 回 (approved, total),total==0 → skip。
【執行結果】
- 39 個相關 unit test 全過(test_failover_alerter / test_governance_agent /
test_trust_drift_watchdog / test_check_trust_drift_commit_outside_context_poc)
- 6 個關鍵路徑實測:NaN sentinel / float 渲染 / hash 區分性 / dedup 同 impact
相同 hash / datetime 容錯 / 4 檔 py_compile 全過
【調度教訓 — 留作未來改進】
- 12-agent 並行調度時,vuln-verifier 與 fullstack-engineer 競態
導致 vuln-verifier 讀到已修代碼誤判 NOT REPRODUCIBLE。
未來:vuln-verifier 應在 fullstack 之前執行,或用 git show HEAD~1 對比修復前。
- fullstack-engineer 引入 P0 regression(f-string 內嵌 ternary 非法 format spec),
critic 抓到 + Prom sentinel 連鎖 — 證明 critic 審查必要不可省。
🤖 Generated with [Claude Code](https://claude.com/claude-code )
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 00:18:57 +08:00
Your Name
314cb0e079
fix(test): align governance self_failure assertions with nested payload schema
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Codex commits dedb1208 + b710f3f3 (governance enrich + normalize) 把
_alert("governance_self_failure", ...) 的 payload structure 重構成嵌套:
{status, impact: {failed_checks, total_checks, errors}, remediation, actionable}
(governance_agent.py:604-624,2026-04-29 critic M6 修),
但 3 個 test 還用舊路徑 `payload["total_checks"]` 直讀,KeyError 後 RuntimeError 模擬 cascading 失敗。
修法:3 個 assertion 改為讀正確嵌套路徑:
- test_governance_agent.py:601 → payload["impact"]["total_checks"|"failed_checks"]
- test_wave8_remaining_blockers.py:223 → 同
- test_wave8_remaining_blockers.py:268 → 同
Tests: 30 passed (test_governance_agent + test_wave8_remaining_blockers 全部)
效果:解開 dedb1208 / b710f3f3 / a38d9112 三個 commit 因 governance test fail
被擋在 build-and-deploy 之前的卡點,恢復 CD 鏈通暢。
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-03 00:05:04 +08:00
Your Name
b710f3f38f
feat(governance): normalize AI治理告警輸出與元告警解析度
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2026-05-02 23:49:59 +08:00
Your Name
a38d911213
fix(heartbeat): exclude Succeeded/Completed CronJob pods from warnings
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統帥 23:30 截圖鐵證:每日系統報告永遠列「需關注 3 項:
Pod drift-scanner-* 未就緒 (Succeeded)」,讓人誤以為告警重複。
實際上 Succeeded/Completed 是 CronJob/Job 跑完的成功狀態,
ready=False 是設計(容器已退出)— 不該算 warning。
修法:heartbeat_report_service.py:704 加判斷跳過 Succeeded/Completed pods。
預期效果:今天 23:30 的「需關注 3 項」明天起會降為 0 項,daily report
header 從「需關注 N 項」變回「全系統正常」。
Tests: 50 passed (heartbeat 相關)
注意:working tree 還有 statq Codex 未 commit 的 7 個檔案改動
(approval_execution.py 有 indentation error 半成品),本 commit 只動
heartbeat_report_service.py 單檔,不誤碰其他。
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-02 23:48:31 +08:00
Your Name
dedb12085b
chore(governance,watchdog): enrich alerts and enable prometheus multiproc
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2026-05-02 23:44:12 +08:00
Your Name
b371edb70c
fix host alert auto-repair routing and backup false positives
2026-05-02 23:44:12 +08:00
Your Name
da772a1605
fix(decision): block kubectl actions on bare_metal host alerts
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When HostHighCpuLoad / HostOutOfMemory fire on a bare-metal host
(192.168.0.110 et al, where Sentry / ClickHouse / Snuba are eating
CPU), the LLM kept proposing "kubectl rollout restart awoooi-api",
which is a wrong-domain action — restarting awoooi cannot fix a
third-party process's CPU usage on the host. Auto-execute would then
either run the no-op kubectl restart (wasted) or escalate after
ssh_diagnose because no safe action was found, producing the
"AI 自動修復失敗" Telegram noise the user just complained about.
Adds a guard at the top of DecisionManager._auto_execute: if the
incident's primary signal carries host_type=bare_metal AND the
proposed action starts with "kubectl", refuse to execute. The
incident is marked READY with a clear blocked_reason so human
operators see why automation declined, and emergency_escalation
records the event in AOL for audit.
Also patches /home/wooo/monitoring/alerts.yml on 110 (and the new
ops/monitoring/alerts.yml in repo) to add an explicit
auto_repair_action annotation on HostHighCpuLoad / HostOutOfMemory
that hints LLM toward `ssh ... ps aux` rather than kubectl restart.
Prometheus reload returned 200.
Tests: tests/test_decision_manager_bare_metal_kubectl_guard.py
covers (1) bare_metal+kubectl blocked, (2) kubectl get also blocked,
(3) bare_metal+ssh NOT blocked, (4) k8s host_type+kubectl NOT
blocked, (5) missing host_type label NOT blocked.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-05-02 17:41:28 +08:00
Your Name
47342dfb34
fix(escalation): dedup escalation card by fingerprint + 24h TTL
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接續 b3a0f0d7(decision card dedup)—— 統帥 17:35 鐵證:4 條 ESCALATION P0
連發(HostOutOfDiskSpace + 3×HostDiskUsageHigh,全 target=node-exporter-110,
全不同 INC ID C9CD6E/FB7944/559B54/C1BBF3)。
decision card 修了但 escalation card 走另一條路徑,根因相同:
- emergency_escalation_service.py:31 dedup key 綁 incident_id (uuid4 隨機)
- TTL 900s 比 sweeper 重觸週期 1h 短
修法:
- escalate_auto_repair_unavailable() 改用 alertname+target fingerprint dedup
- TTL 900s → 86400s,與 decision_manager.py:574 對齊
drift_auto_adopt 路徑暫不動(TTL 已 3600s + report_id 非隨機,非當前問題)。
Tests: 7 passed (escalation/emergency 相關用例)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-02 17:38:54 +08:00
Your Name
b3a0f0d766
fix(telegram): dedup by fingerprint + 24h TTL to stop repeat alerts
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Telegram 重複發告警鐵證(4 個 agent 真實數據):
- INC-6FE3BD (HostBackupFailed) 24h 內被推 15 次
- INC-FD6E21 (HostHighCpuLoad) 24h 內被推 6 次
- 06:44:18 同秒兩送 = pod 並發 race
根因:
1. `telegram_sent:{incident_id}` dedup key 綁 uuid4 隨機 INC ID,
同 fingerprint 換新 INC 完全不去重
2. dedup TTL=600s 比 incident_analysis_sweeper 重觸週期 1h、
alertmanager repeat_interval 4h 都短 → 每輪都過期通過
3. pod restart 走 _resend_unconfirmed_ready_tokens 用同一 incident_id key
→ 重啟必炸一波
修法(不消音、是「AI 認得這是同一事故」):
- decision_manager.py:207-225 dedup key 改 alertname+target fingerprint
- decision_manager.py:573-578 TTL 600s → 86400s (蓋住 sweeper 1h × alertmanager 4h)
- decision_manager.py:3189-3208 pod restart resend 路徑同步改 fingerprint
- incident_analysis_sweeper.py:37-42 sweeper_done TTL 3600s → 86400s
預期:同症狀 24h 內最多發 1 張 decision card;resolved 後 line 220-226
status check 會 early return,不影響復發偵測。
Tests: 35 passed (test_telegram_adr050 + test_decision_manager_docker_prune_routing)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-02 16:25:48 +08:00
Your Name
84ba3216ee
feat(notifications): tag autonomous repair actions with [AUTO] prefix
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Per user request: every AI-driven repair must surface a Telegram trace
even when it succeeds, so nobody can later deny what the autonomy did.
Adds 🤖 [AUTO] markers and an explicit `Actor: leWOOOgo (autonomous)`
line to both success and failure status messages emitted by
_push_auto_repair_result, making them clearly distinguishable from
human-clicked approval cards.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-05-02 12:49:43 +08:00
Your Name
3059897318
feat(governance): auto-deprecate low-trust unused playbooks (>30d)
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trust_drift previously fired alerts forever for playbooks stuck below
the 0.2 threshold. With user authorization for governance-class
auto-fixes, check_trust_drift now retires playbooks that have been
unused for 30+ days (or never used and created 30+ days ago) by
flipping status to 'deprecated' before alerting.
Alerts now report drifted_count, auto_deprecated_count, and the kept
playbook_ids that still need human review (those in their 30d trial
window). Existing alert noise from the four currently-drifted
playbooks should drop to whatever fraction is genuinely in trial.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-05-02 12:31:37 +08:00
Your Name
607358c4dd
fix(approval): route SSH actions through SSHProvider on manual approve
...
parse_operation_from_action only knew kubectl and Chinese restart phrases,
so any "ssh host '...'" action approved via Telegram fell through to
"Could not parse operation type" and reported a fake failure even though
the LLM had proposed a valid host repair.
Adds OperationType.SSH_HOST, makes the parser detect ssh prefixes (with
optional flags / user@host) before kubectl patterns, and routes the
SSH_HOST branch in approval_execution.execute_in_background through
SSHProvider with the same tool keywords decision_manager uses
(ssh_docker_prune / ssh_docker_restart / ssh_systemctl_restart /
ssh_diagnose). Unroutable SSH actions now fail loudly with a descriptive
error instead of silently breaking.
Trigger: 2026-05-02 incidents INC-20260502-D6D0B7 / E12EE4 / 557055
were approved by the user but executor reported "Could not parse" and
left the alerts pending.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-05-02 12:31:37 +08:00
Your Name
3156ff1c69
feat(aiops): add ssh_docker_prune to auto-repair flywheel for disk-full alerts
...
Adds Group B SSH MCP tool ssh_docker_prune (image+volume+builder prune
with ≥75% disk usage gate) and routes "docker prune" actions through it.
Flips HostDiskUsageHigh from auto_repair=false to true with mcp_provider
routing labels so the flywheel can self-heal next disk-full event without
hitting the emergency_channel Telegram path.
Trigger: 2026-05-01 → 05-02 Telegram alert storm (peak 53/hr) caused by
empty ssh-mcp-key/known_hosts secret rejecting all SSH and forcing every
disk-full alert through "Host key is not trusted → escalate" loop.
known_hosts patched live; this commit closes the playbook gap so the
next occurrence resolves without manual intervention.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-05-02 12:31:37 +08:00
Your Name
7795f027d2
fix(aiops): persist emergency intervention traces
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2026-05-01 20:34:33 +08:00
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433f7b068e
fix(aiops): close ssh and telegram remediation gaps
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2026-05-01 16:53:02 +08:00
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b0da6da1e9
feat(aiops): structure agent loop shadow output
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2026-05-01 15:09:57 +08:00
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f8e44971c1
feat(aiops): enable read-only agent loop canary
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2026-05-01 14:20:16 +08:00
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b6cf616707
fix(aiops): harden agent tool permission names
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2026-05-01 13:52:33 +08:00
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7e4d995e4b
feat(aiops): add mcp agent loop foundation
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9db87f177e
fix(aiops): suppress repeated llm alert loops
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2026-05-01 13:02:07 +08:00
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11673d80ea
fix(aiops): route backup decisions through ssh
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2026-05-01 12:50:01 +08:00
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337bcb912e
fix(db): tolerate knowledge enum owner mismatch
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2026-05-01 11:08:21 +08:00
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3a6acae408
fix(km): add phase25 knowledge enum labels
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2026-05-01 11:03:03 +08:00
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2c12bce135
fix(aiops): use existing escalation event type
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2026-05-01 10:56:59 +08:00
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97be5dedd7
fix(aiops): escalate failed host verification
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2026-05-01 10:47:42 +08:00
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e4aef6ac4e
fix(aiops): block k8s playbooks for host repair
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2026-05-01 10:33:52 +08:00
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ca22ec2fd2
fix(aiops): route backup failures rule-first
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2026-05-01 10:11:10 +08:00
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f154ac022e
feat(playbook): version generated playbooks
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2026-04-30 23:59:39 +08:00
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chore(db): add playbook versioning migration
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2026-04-30 23:53:19 +08:00
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fix(aiops): escalate blocked auto repair
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2026-04-30 23:49:17 +08:00
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6e04fe9c8a
feat(playbook): generate drafts with local llm
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2026-04-30 23:04:58 +08:00
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95110971f3
fix(telegram): close remaining DM alert routes
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61f5a6a419
fix(telegram): route alerts to SRE war room
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2026-04-30 15:01:23 +08:00
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80defbed7c
fix(aiops): fallback and escalate automation blockers
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2026-04-30 14:13:57 +08:00
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ed2a4838f2
fix(auto): use action parser for repair gates
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2026-04-30 14:06:09 +08:00
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639bb64788
feat(flywheel): surface ai automation and code review
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2026-04-30 00:09:25 +08:00
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4a57c2d04f
feat(flywheel): expose incident processing timeline
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2026-04-29 23:38:30 +08:00
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d845d53257
fix(security): keep Gemini key out of request URLs
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2026-04-29 22:56:12 +08:00
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fe2b8f4571
fix(flywheel): fallback on OpenClaw degraded responses
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2026-04-29 22:38:57 +08:00
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dccdcdbaf5
fix(flywheel): unblock action safety and Claude fallback
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2026-04-29 21:51:18 +08:00
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4115ddde48
fix(cd-blocker-2): setup_test_schema.sql 補 KM 欄位(解 CD 真實 root cause)
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## 之前 c5b18101 修錯地方
我加 db/base.py:init_db() ALTER 沒解問題。**CI 不跑 init_db()**。
## 真實 CD 流程
`.gitea/workflows/cd.yaml` Integration Tests step:
1. 啟動臨時 `pg-test-b5` 容器(fresh PG)
2. `psql -f tests/integration/setup_test_schema.sql` 建表
3. 跑 pytest tests/integration/test_b5_core_flows.py
setup_test_schema.sql 的 `knowledge_entries` 表沒有
`related_approval_id` + `path_type` 欄位 → INSERT 失敗。
## 修法
setup_test_schema.sql:110 `CREATE TABLE knowledge_entries` 補:
- related_approval_id VARCHAR(64)
- path_type VARCHAR(50)
- uix_knowledge_incident_path partial unique index
- ix_knowledge_related_approval partial index
## 預期效果
CD #1119 (本 commit) 應該成功。
解鎖 4 個 stuck commit (1114-1118) 的部署 backlog。
fb0c72db 推翻 A2 DIAGNOSE Ollama primary 終於上 prod。
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-04-29 20:54:54 +08:00