Samba
YC AI Hackathon
Autonomous Reactive Code-Fixer

Build Once, Let Production Fix Itself

Samba listens to your production errors, finds the faulty code, and automatically creates pull requests with GPT-5 generated fixes. No more midnight debugging sessions.

From error to prod in minutes

Samba creates an agentic workflow that saves you from production errors

Error Detection

Sentry captures production errors and sends webhooks to Samba with stack traces and context

AI Analysis

GPT-5 analyzes the error, locates the faulty code, and proposes the minimal safe fix

Auto push to prod

Commits the fix to a feature branch, opens a pull request and merges into main

Samba reacts to live production errors

See how Samba continuously monitors and responds to real-time alerts from your monitoring stack

Live Production Alerts

Samba's Autonomous Response

Samba AI Agent

Processes live error stream...

Gets Sentry alerts and processes them in real-time
Analyzes stack traces and codebase
GPT-5 uses context to generate fixes
Commits, opens PR and merges into prod

What we built in only 8 hours

Sentry Integration & Webhook

Built a webhook system that listens to Sentry error alerts and triggers our autonomous workflow in real-time

Agentic Codefix Workflow

Created an intelligent agent that plans fixes, reads and understands codebases, and generates targeted solutions using GPT-5

GitHub Integration & PR Automation

Seamlessly commits fixes and opens pull requests to main branch with detailed descriptions and context

Sandboxed Testing with
Freestyle (YC S24)

Integrated with freestyle.dev to test code changes in isolated environments before creating pull requests

Check it out!

Built for YC's AI Coding Agents Hackathon, Samba showcases how AI can autonomously fix production errors in real-time.