LambdaMechanic Blog

Field notes on ambitious systems

These essays capture the debugging stories, operating models, and architectural guardrails that keep demanding client projects on track.

Expect deep dives on LLM-powered products, scheduling engines, property-based testing, and the tooling I rely on in the lab.