Blog

Thoughts on software engineering, building products, and lessons learned.

Blog Post

Taming 1,000+ Pages: A Two-Tier RAG System for Navigating Complex Technical Docs

How to build RAG systems that actually work for complex regulatory documents. Why fine-tuning fails, why structure matters, and how to eliminate hallucinations in professional AI applications.

Read more
Blog Post

AI as a Developer Force Multiplier

How AI tools are empowering developers to build ambitious projects that were previously out of reach, turning individual creators into full-stack product builders.

Read more
Blog Post

Building Real-Time Usage Tracking Without Background Jobs

How I built a token billing system that calculates usage in real-time using PostgreSQL functions instead of cron jobs

Read more