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

Описание и применение

AutoFix-Agent автоматически исправляет сбои CI/CD за 38 секунд, устраняя регрессии и обеспечивая контроль со стороны человека.

Задача

Engineering teams lose 20–30% sprint velocity triaging broken CI/CD pipelines; current LLM tools lack tool access, safe execution, and governance.

Результат

AutoFix-Agent reduces remediation time from 14.5 minutes to 38.2 seconds, eliminates regressions, enforces human approval, and automates PR review across Windows, Linux, macOS.

Рабочий процесс

• Fetch CI logs via github_fetch_ci_logs
• Parse logs and identify failing assertion
• Mount repo in sandbox and reproduce failure
• LLM synthesizes patch
• Run patched code in sandbox to verify all tests pass
• Present diff to operator for approval
• Create feature branch, push patch, open PR, trigger Qodo /agentic_review

Доказательства

Mean Time to Remediate: Manual 14.5 min, Raw LLM 8.2 min, AutoFix-Agent 38.2 sec

Источник

Sandbox Regression Rate: 0.0%

Источник

Qodo /agentic_review triggered automatically

Источник