Refactoring code with Topos cleans up your program structure. Agents optimize for simpler ASTs and lower coupling scores via MCP.
We ran a controlled experiment: implement 4 features into two identically-functioning repos -- one that had been refactored using Topos and one that has not been -- using Gemini-CLI w/ gemini-3.1-pro-preview.
Findings:
- 32.6% fewer tokens to add features to the Topos-optimized repo
- 22.9% faster
- 24.6% cheaper
Measures, concepts, and details of the experiment are provided in the Topos docs.
sgathrid•1h ago
We ran a controlled experiment: implement 4 features into two identically-functioning repos -- one that had been refactored using Topos and one that has not been -- using Gemini-CLI w/ gemini-3.1-pro-preview.
Findings: - 32.6% fewer tokens to add features to the Topos-optimized repo - 22.9% faster - 24.6% cheaper
Measures, concepts, and details of the experiment are provided in the Topos docs.
Docs: https://docs.krv.ai/topos/ Github: https://github.com/Krv-Labs/topos