Workshop provides real-time observability into AI coding agent behavior by streaming every token, tool call, and decision into a local UI. It instruments Claude Code to write evals against real codebases, supports local trace replay against production behavior, and creates an automated debugging loop where the agent writes tests, runs, observes failures, fixes code, and re-runs until assertions pass.