Iiot agents

polars_ts.iiot_agents

Industrial IoT predictive-maintenance agents.

Combines vibration/sensor spectral analysis, multi-sensor health-index fusion, Remaining Useful Life (RUL) estimation, and a reinforcement-learning maintenance scheduler that learns optimal intervention timing (minimising downtime and maintenance cost). Closes #161.