#11DELIVERYBUILDEliteAI
LLM Failure Analysis
AI-assisted test failure diagnosis
Hard
Overview
When tests fail, get root cause analysis and fix suggestions, not just stack traces.
Why It Matters
When tests fail, get root cause analysis and fix suggestions, not just stack traces.
AI Integration
This capability leverages AI/LLM technology to enhance its functionality.
Trigger
Test failure in CI
Input
Failed test output + relevant code
Output
Root cause + suggested fix as PR comment
Implementation Pattern
- 1Capture test failure output
- 2Send to LLM with relevant code
- 3Generate root cause analysis
- 4Post as PR comment
Tool Examples
These are examples, not endorsements. Choose what fits your context.
Dependencies
Requires (must have first)
Same Phase
Other capabilities in this pipeline phase