Ai Testing

2026-03-01

Prototypes Are Easy, Production Is Hard: The 2026 AI Engineering Playbook

By HWMAN Engineering · 13 min read

A production-focused engineering blueprint for stateful agent orchestration, structure-aware context, and probabilistic validation.