Building AutoFix-Agent: Autonomous CI/CD Failure Remediation with TrueForge & Qodo

说明与用途

AutoFix‑Agent 使用 TrueForge 和 Qodo 自动诊断并修复 CI/CD 故障，将 MTTR 缩短至 38 秒并消除回归风险。

问题

CI/CD pipeline failures consume 15–25% of engineering sprint capacity, requiring manual triage, log analysis, local reproduction, and regression testing.

结果

AutoFix‑Agent cut MTTR from 14.5 min to 38.2 s, achieved 0% sandbox regression, and enforced human approval before PRs.

工作流

• Trigger on CI failure
• Diagnostic subagent ingests logs and stack traces
• Sandbox reproduces failure locally
• LLM synthesizes patch with zero‑guard
• Verification agent runs regression tests in sandbox
• TrueForge gate presents diff for human approval
• Qodo dispatches PR to target branch

证据

MTTR 14.5 minutes 8.2 minutes 38.2 seconds

来源

Sandbox Regression Rate 8.3% 34.0% 0.0%

来源