OoO c13dc22639 feat(p20)+docs: cost auto-throttle + LLM 模型完整評估 ...

Operation Ollama-First v5.0 / Phase 20 + LLM 模型治理

services/cost_throttle_service.py (新檔, 200+ 行)
- evaluate_throttle_status() 每小時 cron 跑
- 查 ai_call_budgets monthly × 累計 spent → 月底線性外推
- 推估 > 預算 110% → 標 throttled（hysteresis：降到 95% 才解除）
- _push_throttle_alerts: 狀態變化推 Telegram
- is_provider_throttled(provider) public API（給 anthropic/gemini caller 啟動 check）
- COST_THROTTLE_ENABLED 預設 OFF（避免戰時誤節流）

run_scheduler.py 加 2 cron + task wrapper
- 每 1 小時：cost_throttle_evaluate
- 每日 00:05：cost_throttle_reset_if_new_month

docs/llm_model_full_evaluation_20260504.md (260+ 行)
- 場景 × 模型對應矩陣（4 大層次）
  戰術層 / 戰略層 / 多模態 / 雲端 API
- 本次啟動的追加 4 模型（qwen2.5-coder:32b / deepseek-r1:14b /
  llava / gemma3:4b）— Primary + Secondary 並行拉
- Phase 21 路由優化建議（context size + complexity 動態選 model）
- Phase 22 多供應商編排 + cost throttle 整合
- 儲存 / RAM / 延遲評估
- 模型治理 SOP（新增 / 替換 / 淘汰）
- COST_TABLE 對齊（含 deepseek 直連價格）

啟用前置（待統帥）：
1. Primary + Secondary 4 模型拉完（背景進行中）
2. .env: COST_THROTTLE_ENABLED=true（觀察 1 週後）
3. ANTHROPIC_API_KEY 設後 Code Review 自動切 Claude Opus 4.7

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

2026-05-04 10:36:56 +08:00

..

adr

feat(p10)+docs(adr): MCP 自建 Stack docker-compose + ADR-031

2026-05-04 09:02:07 +08:00

external

docs: 補入 docs/external+guides+memory 目錄至版控

2026-04-19 16:31:50 +08:00

guides

feat(competitor): persist match attempts

2026-05-01 20:56:17 +08:00

memory

style(ppt): align PPT palette perfectly with MOMO Pro v2 design tokens (Beige, Warm Ink, Caramel Orange) as per frontend upgrade roadmap

2026-05-02 15:01:55 +08:00

refactor

[V10.4-A] 加強 commit-quality Hook + P9 文件歸檔

2026-04-25 01:42:40 +08:00

runbooks

fix(autoheal): preflight + shell || true 結合性 — 解 24h 100% no-op

2026-05-03 01:55:34 +08:00

AI_INTELLIGENCE_MODULE_SOT.md

fix(ai): supersede old product picks

2026-05-01 16:24:15 +08:00

API_DOCUMENTATION.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

APP_REFACTOR_PLAN.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

CI_CD_EVALUATION.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

CICD_DEPLOYMENT_GUIDE.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

CRAWLER_OPTIMIZATION_ANALYSIS.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

daily_sales_dashboard_spec.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

daily_sales_implementation_checklist.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

DATABASE_OPTIMIZATION_GUIDE.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

DATABASE_SCHEMA.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

DEPLOYMENT_GUIDE.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

DESIGN_SYSTEM.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

ELEPHANT_ALPHA_SETUP.md

fix(ai): 擴大 ElephantAlpha 暫時性 fallback

2026-04-30 13:59:12 +08:00

GIT_CONVENTION.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

llm_model_full_evaluation_20260504.md

feat(p20)+docs: cost auto-throttle + LLM 模型完整評估

2026-05-04 10:36:56 +08:00

operation_ollama_first_v5_postmortem.md

feat(p14-18): PPT vision + DeepSeek 直連 + caller_registry + Hermes 強化 + postmortem

2026-05-04 10:19:13 +08:00

p9_completion_report_20260424.md

[V10.4-A] 加強 commit-quality Hook + P9 文件歸檔

2026-04-25 01:42:40 +08:00

p9_completion_report_v2_20260424.md

[V10.4-A] 加強 commit-quality Hook + P9 文件歸檔

2026-04-25 01:42:40 +08:00

PERFORMANCE_ISSUE_ANALYSIS.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

phase0_audit_report_20260503.md

db(p1): ai_calls/mcp_calls/budgets schema + bge-m3 signature

2026-05-03 23:04:42 +08:00

phase0_research_report_20260503.md

db(p1): ai_calls/mcp_calls/budgets schema + bge-m3 signature

2026-05-03 23:04:42 +08:00

phase1_critic_review_20260503.md

db(p1): ai_calls/mcp_calls/budgets schema + bge-m3 signature

2026-05-03 23:04:42 +08:00

phase1_db_design_20260503.md

db(p1): ai_calls/mcp_calls/budgets schema + bge-m3 signature

2026-05-03 23:04:42 +08:00

phase1_final_critic_signoff_20260503.md

db(p1): ai_calls/mcp_calls/budgets schema + bge-m3 signature

2026-05-03 23:04:42 +08:00

phase2_deploy_verify_20260503.md

db(p1): ai_calls/mcp_calls/budgets schema + bge-m3 signature

2026-05-03 23:04:42 +08:00

phase6_critic_signoff_20260503.md

db(p1): ai_calls/mcp_calls/budgets schema + bge-m3 signature

2026-05-03 23:04:42 +08:00

phase11_db_design_20260503.md

db(p11): rag_query_log + learning_episodes — RAG 自主學習迴圈基礎

2026-05-03 23:39:47 +08:00

PRD.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

PROJECT_STRUCTURE.md

docs(governance): 建立 Codex 專案入口與記憶索引

2026-04-29 22:11:23 +08:00

REGISTRY_DEPLOYMENT_CHECKLIST.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

SERVICE_DEPENDENCIES.md

fix(devops): 移除 startup 腳本危險 compose 操作

2026-04-30 14:05:41 +08:00

TECH_STACK.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

TELEGRAM_ALERT_SETUP.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

TREND_DATABASE_DESIGN.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

USER_FLOW.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

V10.0-OPTIMIZATION-PLAN.md

docs(governance): 建立 Codex 專案入口與記憶索引

2026-04-29 22:11:23 +08:00

V10.1-AIOPS-PRODUCT-VISION.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

V10.2-AIOPS-TECHNICAL-ARCHITECTURE.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

WIREFRAME.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00

work_log_20260112.md

feat: EwoooC 初始化 — 完整專案推版至 Gitea

2026-04-19 01:21:13 +08:00