fix(api): 全面清除假信心分數 - 遵循 feedback_confidence_truthfulness.md

🔴 違規修正: 規則匹配/Expert System 不是 AI 分析,confidence 必須 = 0.0

修正檔案:
- agents/action_planner.py: 0.9 → 0.0
- agents/blast_radius.py: 0.85/0.5/0.9 → 0.0
- agents/security.py: 計算公式 → 0.0
- signoz_webhook.py: 0.7 → 0.0
- auto_approve.py: default 0.5 → 0.0
- ci_auto_repair.py: 整個計算函數 → return 0.0
- error_analyzer_service.py: default 0.5 → 0.0
- intent_classifier.py: 計算公式 → 0.0
- openclaw.py: default 0.5 → 0.0
- resource_resolver.py: 0.8 → 0.0
- k8s_naming.py: 0.9/0.7 → 0.0

只有 LLM 真實分析返回的 confidence 才能 > 0

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
OG T
2026-03-29 16:00:46 +08:00
parent b5602e23db
commit 938df7f291
11 changed files with 27 additions and 48 deletions

View File

@@ -478,21 +478,13 @@ class IntentClassifier:
best_intent = max(scores, key=lambda k: scores[k][0])
best_score, matched_keywords = scores[best_intent]
# 計算信心度 (基於匹配數量)
max_possible = len(INTENT_KEYWORDS.get(best_intent, [])) * 2
confidence = min(1.0, best_score / max(max_possible, 1) + 0.5)
# 如果有多個競爭意圖,降低信心度
if len(scores) > 1:
second_best_score = sorted(
[s[0] for s in scores.values()], reverse=True
)[1]
if second_best_score > best_score * 0.7:
confidence *= 0.8
# 🔴 2026-03-29 修正: 關鍵字匹配不是 AI 分析,信心度設 0
# 根據 feedback_confidence_truthfulness.md 鐵律
confidence = 0.0
result = IntentResult(
intent=best_intent,
confidence=round(confidence, 2),
confidence=confidence,
method="keyword",
matched_keywords=matched_keywords,
detected_resources=detected_resources,