AI Matrix
Generative AI interface for code documentation.
Next.jsOpenAI APIPineconeLangChain
01. The Mission
The Challenge
Describing complex legacy codebases took developers hours. We needed an AI agent that could 'read' the repo context.
02. The Hardware
The Strategy
Built a RAG (Retrieval Augmented Generation) pipeline using Vector Databases. Created a streaming UI that progressively renders markdown as the AI thinks.
$ initializing_protocol
$ executing_architecture_v2
INFO optimizing_render_cycle...
INFO edge_caching_enabled
$ deploy_success
$ executing_architecture_v2
INFO optimizing_render_cycle...
INFO edge_caching_enabled
$ deploy_success
03. The Loot
Key Outcomes
Docs generation time cut from 4 hours to 5 minutes.
Adopted by the entire engineering department (50+ devs).
Reduced onboarding time for new hires by 50%.