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15 Commits

Author SHA1 Message Date
ogt
e15d543aa2 清除 AI 自動化 P2 人工語意債
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2026-07-01 14:01:21 +08:00
OoO
5a5f268358 強化 EA JSON fallback 與 EDM cache 自癒
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2026-05-21 18:59:16 +08:00
OoO
e3da4ffbb3 阻止 Gemini 成為推薦主路徑
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2026-05-21 16:18:35 +08:00
OoO
153e4c9734 fix(observability): revert unrelated quick review commit files
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2026-05-06 19:50:52 +08:00
OoO
308efdce25 chore(observability): clarify quick review completion copy
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2026-05-06 19:49:28 +08:00
OG T
f6a2a05e3f fix(aiops): treat openclaw strategy actions as advisory
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2026-05-05 13:49:36 +08:00
OoO
3ea7004a6f refactor(p4)+docs(p5+p6): Meta 降頻 + LOCKED-GEMINI + ADR-028/029 
Phase 4 A10 — OpenClaw 雙塔重劃
- run_scheduler.py: Meta 自審 cron 6h → 每日 12:00（月省 2.25M Gemini, +20% 達標）
- scheduler.py: 移除 icaim 內 2 處 inline meta 觸發
- openclaw_strategist 抽 _push_report_with_charts (call×3) + _collect_mcp_intel (call×2)
- 行數目標 -25% 未達（4 報告函數結構差異大，A10 採保守抽出避險）
- 主戰果：Meta 降頻月呼叫 300 → 30（-90%）

Phase 5 — 5 處 LOCKED-GEMINI 註解（涵蓋鎖定 7 場景）
- services/mcp_collector_service.py:32 (場景 #1: Google Search Grounding)
- services/openclaw_strategist_service.py:40 (場景 #2/3/4: 週/月/年報)
- services/code_review_pipeline_service.py:46 (場景 #5: 100K+ token diff)
- services/elephant_alpha_orchestrator.py:88 (場景 #6: EA HITL)
- routes/openclaw_bot_routes.py:98 (場景 #7: PPT 簡報)

Phase 6 A12 — 憲法級 ADR 三份
- ADR-028「LLM 路由統一準則」(269 行)
  - 5 大支柱：三主機級聯 / Ollama 優先 / 雙塔分工 / Gemini 鎖 7 場景 / 可觀測性
  - 8 個 provider 白名單（DB CHECK 對齊）
  - 30+ caller 名單分「已實作 / 規劃中」
- ADR-029「Hermes-First 雙塔分工」(222 行)
  - 12 項職責重劃表 + A7/A8/A10 落地對照
  - Gemini 月支出 -23.5%（critic 第 3 輪 B5 算術修正）
- ADR-027 附錄（+69 行）
  - 三主機架構（Primary/Secondary/Fallback）
  - 4 條獨立 fallback 鏈
  - 廢止「188 Ollama」概念
- README 索引更新

A11 critic 第 3 輪修補：5 BLOCKER 全清
- B1: 行數 1831 → 2677 (含 baseline 對照)
- B2: 場景 #4 行號 759/1267 → 1102/1628 + annual 不存在註明
- B3: 虛構 caller 改實存（ea_hitl_prefetch → ea_engine 等）
- B4: 白名單三層對齊（DB 8 = ADR 8 = token_report 補 ollama_secondary）
- B5: KPI 算術 50→38 = -23.5% 重核

services/telegram_templates.py: A5 daily_token_report() 函數
services/mcp_collector_service.py: 加 LOCKED-GEMINI 註解
services/elephant_alpha_orchestrator.py: 加 LOCKED-GEMINI 註解

103/103 unit test 全綠（zero regression）

Operation Ollama-First v5.0 / Phase 4 A10 + Phase 5 + Phase 6 A12

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
 2026-05-03 23:06:08 +08:00
OoO
9068d463bb feat(ea): execute Phase 3 C-series architecture fixes to prevent recurrence
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- C1: Removed weekly_strategy and meta_analysis from Elephant Alpha's SAFE_ACTIONS (orchestrator prompt and engine _ACTION_ZH) to prevent autonomous generation of scheduled reports
- C2: Removed hardcoded 0.85 confidence example from orchestrator prompt and implemented bounding validation (0.0~1.0) in _parse_strategic_decision
- C3: Expanded ADR-019 data freshness gate (_ppt_check_data_freshness) to cover /ppt weekly and /ppt strategy routes, proactively warning users of stale data
 2026-05-02 14:39:10 +08:00
OoO
b5de8d5d61 fix(ai): 價格調整轉人工覆核
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2026-05-01 14:09:54 +08:00
OoO
0c2e9bbced 串接 AI 洞察向量化與漏通知入口
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2026-04-29 23:05:46 +08:00
ogt
c299abba5d fix: restore Hermes to 111+hermes3 + add NVIDIA NIM auto-fallback for OpenClaw
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Hermes was wrongly redirected to 188 (CPU-only, 60s+ timeout).
111 has hermes3:latest with GPU acceleration (~10s response).

OpenClaw now auto-detects:
  1. Gemini (primary, when GEMINI_API_KEY set)
  2. NVIDIA NIM nemotron-ultra (auto-fallback, NVIDIA_API_KEY already set)
  3. Friendly error only when both are unavailable

This implements the user-requested auto-failover pattern: always try
primary first, silently fall back, restore automatically when primary recovers.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
 2026-04-25 10:31:00 +08:00
ogt
d5c0feab5e fix: Telegram bot 全功能修復 — 16個await按鈕/AI對話/模型遷移/DB schema
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## Telegram Bot 功能修復
- 補全 16 個 await: 按鈕的 handler（日期選擇/目標設定/促銷追蹤等），
  新增 _handle_await_callback + _process_await_input 完整狀態機
- cmd: 按鈕加入 ⏳ 即時回饋 + try/except 防 BadRequest
- handle_callback 加頂層 try/except 錯誤兜底
- 補 momo:cmd:suggestion + momo:menu:main callback handler
- 修復 _enhanced_keyword_matching context NameError

## AI 模型遷移（hermes3@111 → qwen2.5@188）
- hermes_analyst_service: URL 192.168.0.111→188, hermes3→qwen2.5:7b-instruct
- code_review_pipeline: 改用 HERMES_URL/HERMES_MODEL 常數
- elephant_alpha_orchestrator / nemoton_dispatcher: registry/footprint 同步
- aider_heal_executor: OLLAMA_API_BASE fallback 改 188
- ai_routes: footprint display 字串改 qwen2.5:7b-instruct

## ElephantAlpha 404 修復
- elephant_service: openrouter→NVIDIA NIM, nvidia/llama-3.1-nemotron-ultra-253b-v1
- ai_provider: 模型 ID 同步更新

## TELEGRAM_CHAT_ID 環境變數修正
- cicd_routes + aider_heal_executor: 優先讀 TELEGRAM_CHAT_IDS[0]，
  fallback TELEGRAM_CHAT_ID，修復通知靜默失敗

## AI 對話 logging 改善
- telegram_ai_integration: Hermes 降級改 WARNING，OpenClaw 失敗加 exc_info
- hermes_analyst_service: 連線失敗 log 加 host/model context

## DB Schema 修復
- migrations/019: action_plans 補齊全欄位，DROP NOT NULL action_type
- autoheal_models: ActionPlan ORM 同步為超集 schema

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
 2026-04-25 03:30:14 +08:00
ogt
784a3135c1 fix(telegram): 修正 EA 通知格式與 Agent 名稱問題
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- 禁止 Gemini 音譯 Agent 名稱（赫瑪斯→Hermes, 內莫特朗→NemoTron）
- _AGENT_ZH 改為 _AGENT_LABEL，保留英文原名
- orchestrator system/user prompt 強制 reasoning 必須含具體數字
- _notify_telegram_executed 改為直接組裝訊息，顯示效益/依據/步驟
- _escalate_to_human 使用 _AGENT_LABEL 替換 _AGENT_ZH

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
 2026-04-21 13:03:49 +08:00
ogt
31dfbcdd4d fix(i18n): 強制 Elephant Alpha Gemini 回應繁體中文
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- aider_heal_executor.py：全檔簡體→繁體，所有 Telegram 通知節點繁化
- elephant_alpha_orchestrator.py：system prompt 與 user prompt 雙層加入語言強制指令，確保 reasoning/expected_outcome 等欄位輸出繁體中文

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
 2026-04-21 12:22:13 +08:00
ogt
ba86f98514 feat: integrate Elephant Alpha ecosystem with full ADR-012/013 compliance
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- Add ElephantService, AutonomousEngine, Orchestrator, DecisionRouter (EA 4-file stack)
- Fix 10 bugs: URL typo, SQL schema mismatches (price_records JOIN), enum mapping,
  metadata_json, NemoTron PriceThreat dispatch, async/await mismatch, broken imports
- Wire ADR-012 Agent Action Ladder: EventRouter L2 → EA first + AIOrch fallback;
  all decisions dual-write DB + triaged_alert Telegram; momo: callback prefix
- Wire ADR-013 AutoHeal: resource_optimization trigger → AutoHealService
- Add W3 guards: connection cache 300s TTL, $5/hr cost hard limit
- Add W4 persistence: routing decisions + agent performance snapshots → ai_insights
- Add Migration 015: confidence + created_by columns on ai_insights
- Fix run_scheduler.py broken imports (DecisionTracker service didn't exist)
- Fix verify_elephant_integration.py: check_status() → check_connection()

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
 2026-04-20 04:28:26 +08:00