Technical Essays & Post-Mortems

Empirical autopsies, product management mental models, and production AI engineering lessons.

Part 1 8 min read September 2026

The $20 Detox (Part 1): The Infinite Token Hangover

The (Seemingly) Unlimited tokens were exhilarating, revolutionary, ego-massaging, world changing and … unsustainable

Part 2 5 min read September 2026

The Synthetic Velocity Post-Mortems (Part 2): The Spec Over-Correction

I thought exhaustive specifications and strict rules would tame model non-determinism. Instead, I moved the bloat from code into prompts, and discovered that English sentences are not architectural boundaries.

Part 3 4 min read September 2026

The Synthetic Velocity Post-Mortems (Part 3): The Compiler Panopticon

Stop writing markdown rulebooks to plead with a probabilistic machine. Wrap the model inside a deterministic compiler panopticon.

Part 4 4 min read September 2026

The Synthetic Velocity Post-Mortems (Part 4): The Empirical Eval Shock

An uncalibrated AI evaluation is just a codified bias. Ground truth does not care about your prompt engineering.