The Talking Frog and the Two-Witness Gate: Engineering Deterministic AI Workflows

In this entry, I bridge classical engineering principles with probabilistic AI systems. Starting from physical isolation and statistical mechanics, I demonstrate how we can tame unpredictable LLM outputs through structured context compilation, git-backed commit boundaries, and strict receipt verification. The arc traces the journey from raw prompt experimentation to a disciplined, falsifiable…