fix(hermes): ANTHROPIC_API_KEY 注入 + solver 信心度修法 A + 12-Agent 治理文件
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- nl_gateway.py: ClaudeAgentOptions 透過 env= 注入 ANTHROPIC_API_KEY(CLAUDE_API_KEY alias),
  修復 SDK 找不到 API key 的問題(SDK 讀 ANTHROPIC_API_KEY,K8s secret 名稱是 CLAUDE_API_KEY)
- solver_agent.py: 修法 A — kubectl_command 欄位優先路徑,OpenClaw Nemo 回傳完整指令時
  不再被語意合成壓縮 confidence(0.9 → min(0.5) 的 bug),9 tests pass
- AGENTS.md: Codex CLI 對應版 CLAUDE.md(Codex Session 啟動用)
- docs/12-agent-game-rules.md: 12-Agent 任務判型 + 主責/協作派工 + 9 skills 對照(v1.0)
- .agents/skills/06-awoooi-monorepo-master.md: v1.6,新增 12-agent 協作治理章節

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
Your Name
2026-04-25 02:33:32 +08:00
parent f48e0725e8
commit 7d1c85eb86
8 changed files with 522 additions and 3 deletions

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@@ -317,6 +317,26 @@ def _extract_candidates(parsed: dict[str, Any]) -> list[CandidateAction]:
risk_to_blast = {"critical": 60, "high": 40, "medium": 25, "low": 10}
blast = risk_to_blast.get(risk_level.lower(), 30)
# 2026-04-24 ogt + Claude Sonnet 4.6: 修復信心度被語意合成硬壓問題
# 根因OpenClaw NIM 回傳 action_title自然語言+ kubectl_command完整指令
# 舊邏輯action_title 無 kubectl → 語意合成 → min(confidence, 0.5) 壓到 0.5
# 修法 A優先採用 kubectl_command 欄位,保留原始 confidence如 0.9
kubectl_cmd = str(parsed.get("kubectl_command", "")).strip()
if kubectl_cmd and kubectl_cmd.startswith("kubectl"):
logger.debug(
"solver_nemo_kubectl_command_used",
action_title=action_title[:80],
kubectl_command=kubectl_cmd[:80],
confidence=confidence,
)
return [CandidateAction(
action=kubectl_cmd[:200],
blast_radius=blast,
rollback_cost=20,
confidence=confidence,
rationale=f"OpenClaw Nemo: {action_title[:80]}",
)]
if "kubectl" in action_title.lower():
if action_title and confidence > 0:
return [CandidateAction(

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@@ -16,6 +16,7 @@ from claude_agent_sdk import query, ClaudeAgentOptions
from claude_agent_sdk.types import ResultMessage
from sqlalchemy import text
from src.core.config import settings
from src.core.redis_client import get_redis
from src.db.base import get_db_context
from src.hermes.agent_loader import get_agent_system_prompt
@@ -225,11 +226,15 @@ async def process_nl_message(
success = False
error_type: str | None = None
try:
sdk_env: dict[str, str] = {}
if settings.CLAUDE_API_KEY:
sdk_env["ANTHROPIC_API_KEY"] = settings.CLAUDE_API_KEY
options = ClaudeAgentOptions(
system_prompt=system_prompt,
max_turns=3,
permission_mode="dontAsk",
max_budget_usd=_HERMES_BUDGET_USD,
env=sdk_env,
)
result_text = ""
async for event in query(prompt=prompt_with_ctx, options=options):

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@@ -0,0 +1,159 @@
"""
solver_agent._extract_candidates 單元測試
2026-04-24 ogt + Claude Sonnet 4.6: 修法 A — kubectl_command 優先路徑驗證
"""
from __future__ import annotations
import sys
import os
# 確保 src 可找到
sys.path.insert(0, os.path.join(os.path.dirname(__file__), "../../"))
import pytest
from src.agents.solver_agent import _extract_candidates
class TestExtractCandidatesNemoFormat:
"""OpenClaw Nemo 格式解析測試"""
def test_kubectl_command_field_preserves_confidence(self):
"""修法 A 核心kubectl_command 存在時confidence 不被壓縮"""
parsed = {
"action_title": "重啟 Crash Looping Pod",
"kubectl_command": "kubectl rollout restart deployment/awoooi-api -n awoooi-prod",
"confidence": 0.9,
"risk_level": "medium",
}
result = _extract_candidates(parsed)
assert len(result) == 1
c = result[0]
assert c.confidence == 0.9, f"期望 0.9,實際 {c.confidence}"
assert c.action == "kubectl rollout restart deployment/awoooi-api -n awoooi-prod"
assert "OpenClaw Nemo" in c.rationale
assert "重啟 Crash Looping Pod" in c.rationale
def test_kubectl_command_field_high_confidence(self):
"""kubectl_command 存在confidence 0.85 仍完整保留"""
parsed = {
"action_title": "Scale Down Pod Count",
"kubectl_command": "kubectl scale deployment/awoooi-api --replicas=2 -n awoooi-prod",
"confidence": 0.85,
"risk_level": "low",
}
result = _extract_candidates(parsed)
assert len(result) == 1
assert result[0].confidence == 0.85
assert result[0].blast_radius == 10 # risk_level=low → blast=10
def test_kubectl_command_field_takes_priority_over_synthesis(self):
"""kubectl_command 存在時,不走語意合成(不被 min(0.5) 壓)"""
parsed = {
"action_title": "重啟服務", # 若無 kubectl_command會走語意合成被壓到 0.5
"kubectl_command": "kubectl rollout restart deployment/api -n awoooi-prod",
"confidence": 0.9,
"risk_level": "medium",
}
result = _extract_candidates(parsed)
assert len(result) == 1
assert result[0].confidence == 0.9, "kubectl_command 路徑不應觸發 min(confidence, 0.5)"
def test_no_kubectl_command_action_title_has_kubectl(self):
"""舊路徑向後相容action_title 本身含 kubectl無 kubectl_command"""
parsed = {
"action_title": "kubectl rollout restart deployment -n awoooi-prod",
"confidence": 0.8,
"risk_level": "medium",
}
result = _extract_candidates(parsed)
assert len(result) == 1
assert result[0].confidence == 0.8
assert "kubectl rollout restart" in result[0].action
def test_no_kubectl_command_synthesis_caps_confidence(self):
"""語意合成備援路徑confidence 仍被 min(0.5) 壓制(預期行為)"""
parsed = {
"action_title": "重啟服務", # 無 kubectl_command觸發語意合成
"confidence": 0.9,
"risk_level": "medium",
}
result = _extract_candidates(parsed)
assert len(result) == 1
assert result[0].confidence == 0.5, "語意合成路徑 confidence 必須被壓到 0.5"
assert "[語意合成]" in result[0].rationale
def test_kubectl_command_empty_string_falls_through(self):
"""kubectl_command 為空字串時,回落到既有邏輯"""
parsed = {
"action_title": "重啟服務",
"kubectl_command": "",
"confidence": 0.9,
"risk_level": "medium",
}
result = _extract_candidates(parsed)
# 空 kubectl_command → 走語意合成 → confidence 被壓
assert len(result) == 1
assert result[0].confidence == 0.5
def test_kubectl_command_not_starting_with_kubectl_falls_through(self):
"""kubectl_command 非 kubectl 開頭(可能是雜訊),回落到既有邏輯"""
parsed = {
"action_title": "重啟服務",
"kubectl_command": "helm rollback awoooi-api",
"confidence": 0.9,
"risk_level": "medium",
}
result = _extract_candidates(parsed)
# helm 指令不被採用 → 語意合成 → confidence 被壓
assert len(result) == 1
assert result[0].confidence == 0.5
def test_no_action_title_no_candidates_uses_standard_path(self):
"""標準 candidates 陣列格式不受影響"""
parsed = {
"candidates": [
{
"action": "kubectl rollout restart deployment/api -n awoooi-prod",
"blast_radius": 25,
"rollback_cost": 20,
"confidence": 0.85,
"rationale": "重啟修復 OOM",
}
]
}
result = _extract_candidates(parsed)
assert len(result) == 1
assert result[0].confidence == 0.85
assert result[0].blast_radius == 25
def test_risk_level_blast_radius_mapping(self):
"""risk_level → blast_radius 映射正確"""
cases = [
("critical", 60),
("high", 40),
("medium", 25),
("low", 10),
("unknown", 30), # 預設
]
for risk_level, expected_blast in cases:
parsed = {
"action_title": "fix",
"kubectl_command": "kubectl get pods -n awoooi-prod",
"confidence": 0.9,
"risk_level": risk_level,
}
result = _extract_candidates(parsed)
assert result[0].blast_radius == expected_blast, (
f"risk_level={risk_level} → 期望 blast={expected_blast},實際 {result[0].blast_radius}"
)