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Anomaly agents

polars_ts.anomaly_agents

RL-based autonomous anomaly detection agents.

Multi-agent framework where specialized detectors (z-score, rolling std, MAD) independently score observations, then a consensus agent aggregates their decisions via majority vote, any-vote, or weighted combination. Closes #159.