任務內容

# Telegram 原始交辦

## 目前狀態
Zai 已在 Telegram/OpenClaw 收到這個交辦，但這筆紀錄代表 raw input，不等於已完成 Task Card、Spawn Plan 或 Final Report。

## Jay 原始交辦摘要
我要串接你跟 grok bot 要怎麼進行？

## Codex 判斷
Dashboard 需要先顯示這筆真實交辦，避免 Jay 明明有交辦任務，網站卻顯示今天沒有任務。

## 後續要求
- Zai 應補上 Task Card。
- 若任務需要分派，應補上 Spawn Plan。
- 任務完成後，應補上 Final Task Report，方便 Codex 做任務後檢討。

## 來源
- OpenClaw session: 22766646-91d7-440f-a08d-40225b4fe7ee-topic-179197.jsonl
- Session line: 5

# 任務卡

## 任務 ID
openclaw_raw_task_6dc79a290099

## Jay 原始需求
Telegram 原始交辦：我要串接你跟 grok bot 要怎麼進行？ 我要串接你跟 grok bot 要怎麼進行？ # Telegram 原始交辦 ## 目前狀態 Zai 已在 Telegram/OpenClaw 收到這個交辦，但這筆紀錄代表 raw input，不等於已完成 Task Card、Spawn Plan 或 Final Report。 ## Jay 原始交辦摘要 我要串接你跟 grok bot 要怎麼進行？ ## Codex 判斷 Dashboard 需要先顯示這筆真實交辦，避免 Jay 明明有交辦任務，網站卻顯示今天沒有任務。 ## 後續要求 - Zai 應補上 Task Card。 - 若任務需要分派，應補上 Spawn Plan。 - 任務完成後，應補上 Final Task Report，方便 Codex 做任務後檢討。 ## 來源 - OpenClaw session: 22766646-91d7-440f-a08d-40225b4fe7ee-topic-179197.jsonl - Session line: 5

## Zai 的任務理解
這是從 Telegram/OpenClaw raw task 自動補齊的正式任務卡。Zai 需要把它視為「待完成任務」，不是只把原始訊息存起來。

## 任務目標
把 Jay 的原始交辦轉成可追蹤、可檢討、可回報的任務閉環。

## 任務類型
工程 / 系統

## 預期輸出
- Zai 應產出可讓 Jay 看懂的 Final Report。
- 若任務需要專業判斷，先跑 Advisor Hook。
- 若任務仍未完成，Final Report 必須明確標記待補內容與下一步。

## 是否需要 Advisor
由 Advisor Hook v1 判斷。

## 是否需要 Subagent
由 Zai 在 Advisor Decision 後判斷。

## 驗收標準
- Jay 可以從 dashboard 看懂這個任務是什麼。
- Dashboard 看到 Task Card、Advisor Decision、Final Report 或 Recovery Queue。
- 不把尚未完成的任務誤報成已完成。

## 是否需要 Jay 批准
否，除非 Advisor 或 Zai 後續判斷升級為高風險。

## 來源
- Raw task artifact: openclaw_raw_task_6dc79a290099
- Materialized at: 2026-09-18T22:04:14.723423+00:00

{
  "advisor_required": true,
  "mode": "parallel_exactly_three",
  "position": "after_preflight_before_spawn",
  "advisors": [
    {
      "advisor_id": "codex_advisor",
      "name": "Codex Advisor",
      "role": "Engineering, risk, AgentOps, repo, routing, benchmark, dashboard/API/schema preflight advisor.",
      "kind": "advisor",
      "model": null,
      "provider": null,
      "ephemeral": false,
      "retain_session": true,
      "max_runtime_seconds": null,
      "reason": "matched_categories=coding,data,governance; matched_keywords=dashboard,codex",
      "selection_score": 134,
      "expected_output": "Engineering risk, execution order, test plan, rollback plan, and Jay approval recommendation for Zai.",
      "can_execute": false,
      "reports_to": "Zai"
    },
    {
      "advisor_id": "minimax_advisor",
      "name": "MiniMax 2.7 Ephemeral Advisor",
      "role": "Temporary model advisor for broad reasoning, alternative plans, and user-facing clarity checks.",
      "kind": "ephemeral_model_advisor",
      "model": "MiniMax2.7",
      "provider": "advisor_llm_gateway",
      "ephemeral": true,
      "retain_session": false,
      "max_runtime_seconds": 45,
      "reason": "ephemeral_model_advisor=MiniMax2.7; matched_complexity=high; matched_categories=coding,data,governance,operations; matched_keywords=檢討,判斷,zai,openclaw",
      "selection_score": 84,
      "expected_output": "Concise second-opinion recommendations, missing assumptions, and simpler wording for Zai.",
      "can_execute": false,
      "reports_to": "Zai"
    },
    {
      "advisor_id": "gemma4_advisor",
      "name": "Gemma 4 Ephemeral Advisor",
      "role": "Temporary model advisor for structured critique, edge cases, and conservative execution checks.",
      "kind": "ephemeral_model_advisor",
      "model": "Gemma 4",
      "provider": "advisor_llm_gateway",
      "ephemeral": true,
      "retain_session": false,
      "max_runtime_seconds": 45,
      "reason": "ephemeral_model_advisor=Gemma 4; matched_complexity=high; matched_categories=coding,data,governance,operations; matched_keywords=檢討,判斷,zai,openclaw",
      "selection_score": 79,
      "expected_output": "Structured critique, edge cases, and conservative next-step recommendations for Zai.",
      "can_execute": false,
      "reports_to": "Zai"
    }
  ],
  "required_advisor_count": 3,
  "selected_advisor_count": 3,
  "selection_complete": true,
  "zai_instruction": "Consult exactly the three selected advisors in parallel, then record what Zai adopts or rejects before deciding the final subagent spawn plan.",
  "hard_rules": [
    "When Advisor Council is required, select exactly three relevant enabled advisors.",
    "Advisor reports only to Zai, not directly to Jay.",
    "Advisor does not replace Zai final judgment.",
    "Advisor provides recommendations by default and does not execute the task.",
    "Zai must integrate advisor recommendations before final subagent spawn decision.",
    "Ephemeral model advisors are created only for the current task and must not retain a session after returning their result.",
    "Ephemeral model advisors may provide recommendations only; they cannot execute tools, modify files, or talk directly to Jay.",
    "If a model advisor is unavailable or times out, Zai must continue with the existing conservative fallback."
  ],
  "rules_version": "1.1.0"
}

{
  "advisor_id": "codex_advisor",
  "name": "Codex Advisor",
  "status": "completed",
  "task": "Telegram 原始交辦：我要串接你跟 grok bot 要怎麼進行？ 我要串接你跟 grok bot 要怎麼進行？ # Telegram 原始交辦 ## 目前狀態 Zai 已在 Telegram/OpenClaw 收到這個交辦，但這筆紀錄代表 raw input，不等於已完成 Task Card、Spawn Plan 或 Final Report。 ## Jay 原始交辦摘要 我要串接你跟 grok bot 要怎麼進行？ ## Codex 判斷 Dashboard 需要先顯示這筆真實交辦，避免 Jay 明明有交辦任務，網站卻顯示今天沒有任務。 ## 後續要求 - Zai 應補上 Task Card。 - 若任務需要分派，應補上 Spawn Plan。 - 任務完成後，應補上 Final Task Report，方便 Codex 做任務後檢討。 ## 來源 - OpenClaw session: 22766646-91d7-440f-a08d-40225b4fe7ee-topic-179197.jsonl - Session line: 5",
  "reason": "matched_categories=coding,data,governance; matched_keywords=dashboard,codex",
  "findings": [
    "此任務命中工程、風險、AgentOps、repo、routing、benchmark、dashboard/API/schema 或正式環境訊號。",
    "Zai 應先確認備份、測試、rollback 與 Jay approval 條件，再決定是否進入執行或 spawn。"
  ],
  "recommendations": [
    "先做 preflight 檢查，再決定是否 spawn 工程、DevOps 或 Security 類 subagent。",
    "若涉及 production、資料刪除、DNS、金鑰、部署或 main branch，先標記 Jay approval required。",
    "任務完成後需要留下 Task Card、Advisor Result、Spawn/No-Spawn Decision 與 Final Report，方便 Codex 事後檢討。"
  ],
  "risks": [
    "Advisor output currently comes from deterministic guidance unless a dedicated bridge is configured."
  ],
  "confidence": 0.78,
  "reports_to": "Zai",
  "expected_output": "Engineering risk, execution order, test plan, rollback plan, and Jay approval recommendation for Zai.",
  "generated_at": "2026-09-18T22:04:14.913745+00:00"
}

{
  "advisor_id": "gemma4_advisor",
  "name": "Gemma 4 Ephemeral Advisor",
  "status": "model_error_fallback",
  "task": "Telegram 原始交辦：我要串接你跟 grok bot 要怎麼進行？ 我要串接你跟 grok bot 要怎麼進行？ # Telegram 原始交辦 ## 目前狀態 Zai 已在 Telegram/OpenClaw 收到這個交辦，但這筆紀錄代表 raw input，不等於已完成 Task Card、Spawn Plan 或 Final Report。 ## Jay 原始交辦摘要 我要串接你跟 grok bot 要怎麼進行？ ## Codex 判斷 Dashboard 需要先顯示這筆真實交辦，避免 Jay 明明有交辦任務，網站卻顯示今天沒有任務。 ## 後續要求 - Zai 應補上 Task Card。 - 若任務需要分派，應補上 Spawn Plan。 - 任務完成後，應補上 Final Task Report，方便 Codex 做任務後檢討。 ## 來源 - OpenClaw session: 22766646-91d7-440f-a08d-40225b4fe7ee-topic-179197.jsonl - Session line: 5",
  "reason": "ephemeral_model_advisor=Gemma 4; matched_complexity=high; matched_categories=coding,data,governance,operations; matched_keywords=檢討,判斷,zai,openclaw",
  "model": "google/gemma-4-31b-it",
  "provider": "advisor_llm_gateway",
  "findings": [
    "Gemma 4 Ephemeral Advisor 已被選為一次性模型顧問。",
    "目前沒有可用的 Advisor LLM gateway，或本次為 dry-run，因此沒有建立長期 session。"
  ],
  "recommendations": [
    "Zai 可以把此顧問視為第二意見槽位：有 gateway 時採用模型輸出，沒有 gateway 時走保守 fallback。",
    "此 advisor 只提供建議，不執行工具、不修改檔案、不直接回覆 Jay。",
    "任務完成後只保留 advisor_result 與 decision_log；模型顧問 session 不保留。"
  ],
  "risks": [
    "模型顧問呼叫失敗：The read operation timed out"
  ],
  "confidence": 0.58,
  "reports_to": "Zai",
  "expected_output": "Structured critique, edge cases, and conservative next-step recommendations for Zai.",
  "session_lifecycle": {
    "ephemeral": true,
    "retain_session": false,
    "disposal": "disposed_after_result"
  },
  "generated_at": "2026-09-18T22:05:00.437913+00:00"
}

{
  "advisor_id": "minimax_advisor",
  "name": "MiniMax 2.7 Ephemeral Advisor",
  "status": "completed",
  "task": "Telegram 原始交辦：我要串接你跟 grok bot 要怎麼進行？ 我要串接你跟 grok bot 要怎麼進行？ # Telegram 原始交辦 ## 目前狀態 Zai 已在 Telegram/OpenClaw 收到這個交辦，但這筆紀錄代表 raw input，不等於已完成 Task Card、Spawn Plan 或 Final Report。 ## Jay 原始交辦摘要 我要串接你跟 grok bot 要怎麼進行？ ## Codex 判斷 Dashboard 需要先顯示這筆真實交辦，避免 Jay 明明有交辦任務，網站卻顯示今天沒有任務。 ## 後續要求 - Zai 應補上 Task Card。 - 若任務需要分派，應補上 Spawn Plan。 - 任務完成後，應補上 Final Task Report，方便 Codex 做任務後檢討。 ## 來源 - OpenClaw session: 22766646-91d7-440f-a08d-40225b4fe7ee-topic-179197.jsonl - Session line: 5",
  "reason": "ephemeral_model_advisor=MiniMax2.7; matched_complexity=high; matched_categories=coding,data,governance,operations; matched_keywords=檢討,判斷,zai,openclaw",
  "model": "MiniMax-M2.7",
  "provider": "advisor_llm_gateway",
  "findings": [
    "Jay asked how to integrate Zai with a Grok bot. This is vague—multiple integration patterns exist (Grok as Zai's backend, Zai forwarding to Grok, Grok as a relay, or Zai using Grok's API directly). No platform details, no trigger conditions, no flow described."
  ],
  "recommendations": [
    "1. 先向 Jay 確認串接目的：是想讓 Grok 回答 Zai 收到的問題？還是讓 Zai 把 Grok 的回答轉發給用戶？還是 Grok 作為 Zai 的後端模型？",
    "2. 列出可行架構讓 Jay 選：A) Grok API 嵌入 Zai workflow，B) Telegram Bot 雙向轉發，C) Zai webhook 到 Grok endpoint",
    "3. 目前缺 Grok Bot 的 API key / endpoint / webhook URL，必須請 Jay 提供。",
    "4. 先補 Task Card 再 Spawn，避免無目標執行。"
  ],
  "risks": [
    "串接需求未定義清楚就執行，可能做出 Jay 期望以外的架構，需返工。",
    "Grok API 費用、頻寬限制、隱私合規尚未確認。",
    "若涉及 OpenClaw/Telegram 以外的通道，目前沒有明確的實作路徑。"
  ],
  "confidence": 0.65,
  "reports_to": "Zai",
  "expected_output": "Concise second-opinion recommendations, missing assumptions, and simpler wording for Zai.",
  "session_lifecycle": {
    "ephemeral": true,
    "retain_session": false,
    "disposal": "disposed_after_result"
  },
  "generated_at": "2026-09-18T22:04:29.083449+00:00"
}

{
  "task_id": "openclaw_raw_task_6dc79a290099",
  "task": "Telegram 原始交辦：我要串接你跟 grok bot 要怎麼進行？ 我要串接你跟 grok bot 要怎麼進行？ # Telegram 原始交辦 ## 目前狀態 Zai 已在 Telegram/OpenClaw 收到這個交辦，但這筆紀錄代表 raw input，不等於已完成 Task Card、Spawn Plan 或 Final Report。 ## Jay 原始交辦摘要 我要串接你跟 grok bot 要怎麼進行？ ## Codex 判斷 Dashboard 需要先顯示這筆真實交辦，避免 Jay 明明有交辦任務，網站卻顯示今天沒有任務。 ## 後續要求 - Zai 應補上 Task Card。 - 若任務需要分派，應補上 Spawn Plan。 - 任務完成後，應補上 Final Task Report，方便 Codex 做任務後檢討。 ## 來源 - OpenClaw session: 22766646-91d7-440f-a08d-40225b4fe7ee-topic-179197.jsonl - Session line: 5",
  "status": "completed",
  "generated_at": "2026-09-18T22:05:00.467509+00:00",
  "advisor_required": true,
  "advisors_consulted": [
    "codex_advisor",
    "minimax_advisor",
    "gemma4_advisor"
  ],
  "advisor_result_statuses": {
    "codex_advisor": "completed",
    "minimax_advisor": "completed",
    "gemma4_advisor": "model_error_fallback"
  },
  "timeout_seconds": 120,
  "fallback_used": false,
  "classification": {
    "task_type": "governance",
    "categories": [
      "governance",
      "operations",
      "coding",
      "data"
    ],
    "complexity": "high",
    "risk_level": "low",
    "requires_spawn": true,
    "requires_approval": false,
    "simple_fact_question": false,
    "language": "zh-TW",
    "keywords": [
      "plan",
      "任務",
      "dashboard",
      "檢討",
      "zai",
      "spawn",
      "分派",
      "openclaw"
    ],
    "rules_version": "1.1.0"
  },
  "spawn_required_after_advisor": true,
  "approval_required": false,
  "zai_next_step": "zai_integrates_advisor_then_decides_spawn",
  "reason": "Advisor guidance is available; Zai should integrate it before final spawn or execution.",
  "required_advisor_count": 3,
  "selected_advisor_count": 3,
  "recommendation_disposition": "pending_zai_integration",
  "hard_rules": [
    "Advisor reports only to Zai.",
    "Advisor does not directly answer Jay.",
    "Zai owns the final execution and final report.",
    "Timeout must not block low-risk task progress."
  ]
}

# Token 效益檢討

## 任務 ID
openclaw_raw_task_6dc79a290099

## 分析時間
2026-09-06T13:29:02.673224+00:00

## 一句話結論
值得；效益分數 98 / 100，估算花費等級：低。

## 粗估 token 分布
- Task Card：約 592 tokens
- Spawn Plan：約 0 tokens
- Final Report：約 602 tokens
- 本次可檢討 artifacts 合計：約 1194 tokens

## Codex 判斷
簡單問題維持 Zai 直接回答；中等任務最多 1 個 advisor；複雜任務才開多 subagent，且必須產出可驗收結果。

## 浪費訊號
- 目前沒有明顯浪費訊號，維持觀察。

## 下次節流規則
- 簡單問題：Zai 直接回答，不啟動 Advisor Council，也不 spawn。
- 一般任務：只有在能降低錯誤或補足專業判斷時才找 advisor。
- 複雜任務：最多先開 1 到 3 個 subagent，除非有明確驗收價值。
- 高風險任務：可以多花 token，但必須換到備份、驗證、rollback 或人工確認。

## 備註
目前為 artifact-based 粗估，不等於模型供應商實際帳單 token；等 OpenClaw 提供 usage telemetry 後可替換為精準值。