Task Evals Price the Whole Retry Loop

Projection: Efficiency evaluation will move beyond tokens per answer to the full cost of completed work: retries, tool calls, latency, human correction, and failure recovery. Model releases already foreground useful work with fewer output tokens. The next evaluation unit is a successful task under a declared budget, not a cheap first attempt.