Auditing a Codebase Built by Three Different AI Tools
Cursor, Copilot, and a no-code agent left three sets of conventions in your codebase. Here’s how to find the seams before they break in production.
production readiness
Why Your Vibe-Coded App Passes Demos but Fails Under Load
Your AI-built MVP looks flawless to investors but was never tested against real concurrent traffic. Here’s how to diagnose the gap before it costs you.
Your AI Agents Ship Code Nightly. Who Reviews It?
Autonomous coding agents commit and merge overnight. Here is a practical checklist for building human-in-the-loop review gates before agent code reaches
The 90-Day Reliability Framework Founders Actually Need
A founder’s checklist for telling demo-grade multi-agent polish from production-grade reliability before the next investor update or board meeting.