Claude Haiku alias upgrade changes refund test behavior

An author testing production AI agent resilience by injecting seven regressions found that standard task success rates and token cost metrics failed to catch most failures, whereas tool-call volume and scope drift effectively surfaced silent issues. The testing demonstrated that automated retry logic, autonomous workarounds, and agent caution can mask infrastructure faults and render traditional quantitative metrics blind to degradation. Open article →