Calx – track and compile corrections humans make with AI agents

Description

Last year I got laid off and started building a company. Fast forward to a month ago, I built a production system with 6 AI agents across 82,000 lines of code in 20 days for $250. I kept obsessive correction logs. Every time an agent made a mistake and I told it what to do differently, and I made sure it logged the correction itself. When I transferred 237 of those corrections as rules to a new agent to save time with onboarding in a new repo, it made 44 new mistakes. 13 were in categories the