SKILL

eval-harness

Formal evaluation framework for Claude Code sessions implementing eval-driven development (EDD) principles

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Excerpt from the author’s documentation

Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.

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Topics in the source

  • Eval Harness 技能
  • 理念
  • Eval 類型
  • 能力 Evals
  • 回歸 Evals
  • 評分器類型
  • 1. 基於程式碼的評分器
  • 2. 基於模型的評分器

Claude Code 工作階段的正式評估框架,實作 eval 驅動開發(EDD)原則。 Eval 驅動開發將 evals 視為「AI 開發的單元測試」: 在實作前定義預期行為 開發期間持續執行 evals 每次變更追蹤回歸 使用 pass@k 指標進行可靠性測量 測試 Claude 是否能做到以前做不到的事: 確保變更不會破壞現有功能: 使用程式碼的確定性檢查: 使用 Claude 評估開放式輸出: 標記為手動審查: 「k 次嘗試中至少一次成功」 pass@1:第一次嘗試成功率 pass@3:3 次嘗試內成功 典型目標:pass@3 > 90% 「所有 k 次試驗都成功」 更高的可靠性標準 pass^3:連續 3 次成功 用於關鍵路徑 撰寫程式碼以通過定義的 evals。 在 .claude/evals/feature-name.md 建立 eval 定義檔案 執行當前 evals 並報告狀態 產生完整 eval 報告 在專案中儲存 evals: 1. 編碼前定義 evals - 強制清楚思考成功標準 2. 頻繁執行 evals - 及早捕捉回歸 3. 隨時間追蹤 pass@k - 監控可靠性趨勢 4. 可能時使用程式碼評分器 - 確定性 > 機率性 5. 安全性需人工審查 - 永遠不要完全自動化安全檢查 6. 保持 evals 快速 - 慢 evals 不會被執行 7. 與程式碼一起版本化 evals - Evals 是一等工件

Source repository
affaan-m/ECC
Source file
docs/zh-TW/skills/eval-harness/SKILL.md
Fixed revision
d2ef2680594f9a17526a6e1a2e18b3d242c5d17b
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Author: affaan-m/ECC · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-09T15:01:42.735Z.

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