August 19, 2025 - Applied AI

Separate AI evaluation from a polished demonstration

A successful demonstration shows what a team prepared, not necessarily what users can rely on. Separate presentation from evaluation with unseen tasks, explicit operating conditions, visible failures, and acceptance rules agreed before the demonstration begins.