Enterprise auditors cannot reconstruct AI agent decisions from logs in regulated workflows

According to CIO, public sector CIOs and compliance officers face accountability challenges when autonomous agents make citizen-facing decisions: audit logs record every call and tool invocation with timestamps, but teams cannot articulate why agents made specific choices from thousands of log lines. The pattern is becoming familiar as agents move from internal productivity tools to customer-facing or citizen-impacting systems in highly regulated enterprise landscapes.