I'm a software engineer who enjoys building things for the web. Welcome to my corner of the internet where I write about technology, software development, and things I'm learning along the way.
I ran frontier models through 94 short reasoning prompts to see where they still trip up. The scores mostly tied, but the misses, cost, and speed told the useful story.
June 3, 2026 · 10 min read
Retrieval alone is not memory. After fixing pull-based recall for my AI agent, I added the layers that let knowledge stick.
April 30, 2026 · 8 min read
I tried building a structured knowledge base for my AI agent. It went stale, became a maintenance burden, and made things worse. Here's what I replaced it with — and why pull-based memory is so much better.
March 25, 2026 · 9 min read