About Colimit
Our Mission
At Colimit, our mission is to save software development from LLM's by significantly reducing bugs worldwide. We're a small fry with big dreams, and you're invited to see us fumble and prosper.
In today's world of AI-driven development, we're seeing an explosion of code generation. While this boost in productivity is exciting, it also brings new risks. That's where we come in.
Our Approach
We're not your ordinary AI company. We take a contrarian (neuro-symbolic) approach that fuses cutting-edge ML and foundation models with Formal and Semi-Formal Methods:
- Category & Programming Language Theory
- Compilers, Type Checkers, & Interpreters
- Automated & Interactive Theorem Proving
- Static & Dynamic Analysis
- Symbolic Execution & Abstract Interpretation
- Model Checking & Model-Based Testing
Inspired by nanopass compiler frameworks, we're building a "neuro-compiler" that breaks problems down into many targeted transformations between intermediate representations, combining formally rigorous algorithms with the flexibility of LLM's to effectively fix your CI failures.
Our Journey
Today we're automating fixes for common build failures - those tedious, shallow bugs that you procrastinate on fixing. But as we grow, we'll tackle increasingly complex challenges:
- Developing formal models of entire codebases
- Using techniques like symbolic execution and model checking to reliably find deep bugs in large codebases
- Automating fixes for complex build failures, certified by formal methods
This product is a step in this direction, and we'd be honored if you'd come along for the ride!