team
AI agent for code review automation
GitHub webhooksRAGephemeral environmentstest runnerslintersbuild toolsClaude Codeself-evaluation LLMGitHub APISlackDX platform
“Handles 3,000 reviews/week for 300 engineers; 20% autonomous PR merges”
team
Why they built it
Code review bottlenecks; off-the-shelf tools lacked customization/context
What worked
Fast prototyping, instant feedback, embedded workflows, ROI proof via metrics
What broke or was painful
LLM memory issues, prompt rot, initial skepticism, large PR overload
The result
Handles 3,000 reviews/week for 300 engineers; 20% autonomous PR merges