IDEAS, DECISIONS & LESSONS

Journal

Notes on AI, architecture and building useful products.

279 articles

14 Sep 2026 · 5 min read

ai

Your Vector Database Benchmark Is Lying to You (Mine Was Too)

Qdrant released a 10-billion-document benchmark dataset on September 1, 2026, built from over a quadrillion brute-force distance calculations. I ran our production filter patterns against the old 1M-vector benchmark we'd been trusting. The gap explains a slowdown we never diagnosed.

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13 Sep 2026 · 7 min read

ai

The Doctrine of AI Model Trust

It's not about which model scores higher. It's about which one still gets the job done when you're not sitting next to it. Notes from a year of switching, paying, and betting real client work on Claude.

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