Notes

Things I’ve written down.

Engineering notes, project reflections, and things I learned that seemed worth keeping. Updated when I have something worth saying.

July 2026DRAFT

5 min

What building a RAG system taught me about retrieval

Notes on building a document Q&A bot — chunking strategies, embedding tradeoffs, and why naive similarity search fails more than you'd expect.

AIRAGSystems

July 2026DRAFT

4 min

A running notebook on networks and security — the parts that actually matter for building reliable systems.

NetworksSecurity

December 2025DRAFT

6 min

How I went from idea to Browser-Use Track Winner in a single hackathon day — what worked, what didn't, and what I'd do differently.

HackathonProductPython

Notes are published when they’re ready — not before.

Notes

Engineering notes, project reflections, and things I learned that seemed worth keeping. Updated when I have something worth saying.

July 2026DRAFT

5 min

Notes on building a document Q&A bot — chunking strategies, embedding tradeoffs, and why naive similarity search fails more than you'd expect.

AIRAGSystems

July 2026DRAFT

4 min

A running notebook on networks and security — the parts that actually matter for building reliable systems.

NetworksSecurity

December 2025DRAFT

6 min

How I went from idea to Browser-Use Track Winner in a single hackathon day — what worked, what didn't, and what I'd do differently.

HackathonProductPython

Notes are published when they’re ready — not before.