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

Описание и применение

AutoFix‑Agent автоматически диагностирует и исправляет сбои CI/CD, используя TrueForge и Qodo, сокращая время исправления до 38 секунд и устраняя регрессии.

Задача

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

Результат

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

Рабочий процесс

• 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

Доказательства

MTTR 14.5 minutes 8.2 minutes 38.2 seconds

Источник

Sandbox Regression Rate 8.3% 34.0% 0.0%

Источник