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awoooi/docs/operations/AI-AGENT-MARKET-RADAR-READBACK.md
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fix(delivery): controlled status cleanup readiness
2026-06-28 09:53:47 +08:00

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# AI Agent 市場雷達與近期變更盤點
- 產生時間:`2026-06-28T01:45:17.428131+00:00`
- 整體治理完成度:`42.2%`
- 市場雷達完成度:`100.0%`
- 候選 Agent`13`
- 官方 / 主要來源:`36`
- 來源失敗:`0`
- 需要重新審查候選:`5`
- 仍被整合 gate 擋下:`5`
- OpenClaw 取代批准:`0`
## 近期變更盤點
| 優先級 | 工作線 | 狀態 | 進度 | 下一步 |
|---|---|---|---:|---|
| `P0` | Product Governance Owner Response Dashboard / handoff 收斂 | `read_model_ready_runtime_blocked` | `100%` | Owner questions 與 boundary acknowledgements 仍需逐項回覆。 |
| `P0` | Status Cleanup Dashboard read-only API 正式化 | `controlled_status_cleanup_package_ready` | `100%` | controlled package readyproject status / memory 實際寫入仍由獨立 verifier 承接。 |
| `P0` | Wazuh / IwoooS 可視性邊界 | `blocked_waiting_manager_agent_registry_readback` | `35%` | 等待 manager agent registry readback 與 live route readback。 |
| `P0` | AI Agent market watch 最新 primary-source refresh | `market_refresh_done_integration_blocked` | `100%` | 更新 scorecard 並進入 offline replay gate不得直接替換。 |
| `P1` | 日報 / 週報 / 月報數據化報告 | `report_contract_defined_runtime_delivery_blocked` | `65%` | 接 Agent 工作量、Telegram receipt 與 controlled review queue。 |
| `P1` | 工具 / 套件 / 服務 / 主機版本新鮮度 | `read_only_inventory_defined_update_execution_blocked` | `55%` | 定期產生版本 freshness snapshot低中高風險走 controlled proposal/applycritical 才進 break-glass review。 |
## 市場主流做法對齊
| 做法 | AWOOOI 判定 | 下一步 |
|---|---|---|
| 多 Agent handoff / specialist delegation | `partially_modeled` | 將 OpenClaw / Hermes / NemoTron handoff 事件寫入可讀 timeline。 |
| Tracing / tool call / guardrail observability | `missing_unified_trace` | 建立 Agent run trace id串接報告、Telegram receipt 與 replay outcome。 |
| Durable execution / persistence / controlled review loop | `needed_for_incident_loop` | 優先把 incident workflow kernel 設計成可暫停、恢復、受控審核與重放。 |
| MCP / A2A / enterprise multi-agent interoperability | `watch_and_design` | MCP server 先做 read-only tool registry再開 write adapter。 |
| Evaluation / replay / profiling before integration | `strong_fit_for_nemotron` | NemoTron 維持 smoke / replay / evaluator不直接接 production routing。 |
| Agent SDK as programmable code/ops remediator | `candidate_for_remediation_lane` | 只允許 no-write replay 與 patch proposal禁止自動 merge / deploy。 |
| Enterprise-scale ADK with evaluation and observability | `candidate_for_google_stack_review` | 先納入 weekly watch成本與資料邊界完成 controlled review 後才可 adapter。 |
## Agent 專業角色安排
| Agent / 候選 | 建議角色 | Gate 狀態 | 下一步 |
|---|---|---|---|
| OpenClaw incumbent | 生產仲裁者 / production decision core | `production_baseline` | formal_replacement_adr_and_promotion_gate_required |
| NVIDIA NeMo Agent Toolkit + Nemotron Fabric | 離線 replay、模型能力評估、合約輸出 smoke gate | `integration_blocked` | refresh_source_evidence_then_5_record_smoke_only |
| NousResearch Hermes Agent | 知識記憶、證據草稿、長期技能庫候選 | `watch_only_blocked` | continue_watch_only_until_primary_source_evidence_is_sufficient |
| OpenAI Agents SDK Coordinator | Coordinator / handoff / tracing / guardrail 候選 | `registered_no_review` | continue_weekly_primary_source_market_watch |
| LangGraph Incident Kernel | durable incident workflow kernel 候選 | `registered_no_review` | continue_weekly_primary_source_market_watch |
| Claude Agent SDK Remediator | DevOps / code remediation patch proposal 候選 | `integration_blocked` | refresh_scorecard_then_offline_replay_or_promotion_gate |
| Microsoft Agent Framework | MCP / A2A enterprise workflow 候選 | `registered_no_review` | continue_weekly_primary_source_market_watch |
| Google Agent Development Kit Stack | Gemini / Vertex agent stack 候選 | `registered_no_review` | continue_weekly_primary_source_market_watch |
| CrewAI Flows + Crews | 快速多 Agent prototype 候選 | `integration_blocked` | create_no_sdk_no_api_adapter_then_offline_replay |
## 優先工作清單
| 順序 | 工作 | 風險 | 自動化模式 | 完成定義 |
|---:|---|---|---|---|
| 1 | 固定每週 AI Agent market watch 並產生治理 snapshot | `low` | `agent_auto_read_only` | 每週一 09:00 Asia/Taipei 有 watch / integration / discovery / promotion / governance 五份 artifacts。 |
| 2 | 刷新 market capability scorecard | `medium` | `agent_controlled_market_scorecard_review` | OpenAI / LangGraph / NeMo-Nemotron / Claude / Microsoft / Google / CrewAI 均有新版官方來源與分數差異。 |
| 3 | 建立 50 筆歷史 incident offline replay queue | `medium` | `agent_controlled_prepare_replay_run` | replay fixture 不含 secret候選結果可與 OpenClaw baseline 比較。 |
| 4 | Agent 溝通 / 學習 / 成長可視化 readback | `medium` | `agent_auto_read_model` | 每個 Agent 的 handoff、decision、learning writeback、review score 與 blocked action 可被前端和報告讀到。 |
| 5 | Telegram Bot 報告與 critical break-glass 橋接 | `critical` | `controlled_send_or_break_glass_review` | 低中高風險由 AI controlled apply / notifycritical 需要 break-glass receipt 才能執行。 |
| 6 | 工具、套件、服務、主機版本自動 freshness 盤點 | `medium` | `agent_auto_scan_agent_propose` | 套件、服務、主機、MCP、AI provider、模型版本都有 stale / upgrade / rollback / approval gate。 |
## 禁止越界
- `replacement_decisions_approved=0`
- `replay_candidates_approved=0`
- `sdk_installations_approved=0`
- `paid_api_calls_approved=0`
- `shadow_or_canary_approved=0`
- `production_routing_approved=false`
- `status_cleanup_controlled_package_ready=true`
- `memory_write_authorized=false`
- `critical_break_glass_telegram_send_receipt=false`