adaptive-reasoning

The code fragment is a benign, internally coherent specification for adaptive reasoning in an AI agent. It describes intent, thresholds, and user-visible indicators without performing any external actions or handling sensitive data. No malicious patterns or supply-chain risks are evident in the fragment itself.