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

Description and use

AutoFix‑Agent autonomously diagnoses and remediates CI/CD failures using TrueForge and Qodo, cutting MTTR to 38 seconds and eliminating regressions.

Problem

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

Outcome

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

Workflow

• 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

Evidence

MTTR 14.5 minutes 8.2 minutes 38.2 seconds

Source

Sandbox Regression Rate 8.3% 34.0% 0.0%

Source