Tools & Insights for Building
with AI

Practical guides, open-source utilities, and experiments in AI & software engineering - created and tested by me, Stephen Collins.

Featured Posts

thumbnail image for How to Use Distributed SQLite and Merkle Trees to Detect Divergence

How to Use Distributed SQLite and Merkle Trees to Detect Divergence

Stephen Collins Sep 29, 2025
4 mins
Learn how to simulate multiple SQLite databases as independent peers and use Merkle trees as immutable fingerprints to detect...
Read More
thumbnail image for Merkle Trees in SQLite with Python: A Practical Tutorial

Merkle Trees in SQLite with Python: A Practical Tutorial

Stephen Collins Sep 22, 2025
5 mins
Merkle trees power Git, Bitcoin, and distributed systems, but they're often taught as abstract concepts. This tutorial shows ...
Read More
thumbnail image for The Technical Challenges I've Faced in Interviews (and Given as an Interviewer)

The Technical Challenges I've Faced in Interviews (and Given as an Interviewer)

Stephen Collins Sep 12, 2025
3 mins
Technical interviews come in all shapes-algorithms, real-world coding, and plain conversations. Having been on both sides of ...
Read More