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genpark-experience-replay-reservoir-sampling-skill

mcp
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SUMMARY

GenPark AI Agent Skill - Continual learning experience replay buffer with streaming reservoir sampling and priority weighting to balance past vs new agent trajectories.

README.md

GenPark Experience Replay Reservoir Sampling Skill

Continual learning streaming experience replay buffer with Vitter's reservoir sampling.

Discover more agent tools at GenPark and the GenPark MCP Catalog.

graph LR
    A[Continuous Agent Trajectories] -->|P = C / N| B[Reservoir Sampling Buffer]
    B -->|Uniform Sample Batch| C[Continual Replay Optimizer]
    C --> D[Interleaved Experience Gradient Updates]

Features

  • Bounded $O(C)$ capacity memory footprint.
  • Uniform probability guarantee across arbitrarily long streams.
  • Zero external dependencies.

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