Evaluate an AI coding agent, model/provider integration, tool harness, or workspace with portable, evidence-recorded smoke probes for instruction following, strict structured output, safe file/shell tools, multi-turn recovery, and approval gates. Use when onboarding or comparing agents, models, providers, workspaces, or tool integrations; diagnosing harness regressions; or checking prerequisites before long-running automation.