genpark-kullback-leibler-divergence-drift-monitor-skill

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Guvenlik Denetimi
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SUMMARY

Forward and reverse KL divergence monitor detecting policy drift and reward hacking across distributions

README.md

genpark-kullback-leibler-divergence-drift-monitor-skill

Telemetry monitor calculating forward, reverse, and symmetric Kullback-Leibler (KL) divergence to prevent reward hacking.

Architecture

flowchart LR
    P["Active Policy pi_theta"] --> KL["Kullback-Leibler Engine"]
    Q["Reference Policy pi_ref"] --> KL
    KL --> Fwd["Forward KL(P || Q)"]
    KL --> Rev["Reverse KL(Q || P)"]
    Fwd --> Guard{KL > Threshold?}
    Guard -->|Yes| Alert[Trigger Drift Alert / Step Rollback]
    Guard -->|No| Safe[Policy Within Safe Bounds]

Features

  • Symmetric & Asymmetric Drift: Tracks both mode collapse and out-of-distribution tokens.
  • Zero Dependencies: 100% Python Standard Library.

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