About Colimit
Our Mission
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. Our mission is to save software development from LLM's by significantly reducing bugs worldwide.
Colimit's platform tames the endless stream of CI failures that interrupt your flow. While everyone else is focused on generating more code, we're focused on making sure your code actually ships.
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 helping you automate fixes for common build failures - those tedious, shallow bugs that you procrastinate on fixing. We've also begun to help you understand the root cause of complex failures, so you can learn enough to prevent them from happening again.
As we grow, we're tackling 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!