Posts tagged "rag" | Angel Kurten

March 11, 202616 min read

Turning Code Repos Into Knowledge: Auto-Generating Architecture Docs With AI

I needed my AI assistant to answer architecture questions, but every coding tool I tried understood individual files and failed at the big picture. So I built a system that auto-generates comprehensive architecture documents from code repositories using hybrid AST extraction and LLM synthesis. Here is how it works and what I learned.

aideveloper-toolsarchitectureraggithub

March 11, 202618 min read

From 58% to 91% Retrieval Precision: A Practical RAG Guide

I shipped a naive RAG pipeline and called it done. Here is what actually broke in production, and the multi-stage architecture that took retrieval precision from 58% to 91%.

airagbackendarchitecturepython

Posts tagged “rag”

Turning Code Repos Into Knowledge: Auto-Generating Architecture Docs With AI

From 58% to 91% Retrieval Precision: A Practical RAG Guide