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genpark-synaptic-intelligence-path-integral-skill

mcp
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SUMMARY

GenPark AI Agent Skill - Synaptic Intelligence (SI) online path integral engine accumulating parameter trajectory contributions to protect vital synaptic pathways across tasks.

README.md

GenPark Synaptic Intelligence Path Integral Skill

Online path-integral synaptic importance estimation engine mitigating catastrophic forgetting in continual learning.

For more agent technologies, visit GenPark and the GenPark MCP Catalog.

graph LR
    A[Task 1 Parameter Trajectory] -->|Path Integral Integral g_k d_theta_k| B[Calculate Omega_k]
    B --> C[Freeze Omega_k as Synaptic Memory]
    C --> D[Task 2 Optimization with Surrogate Penalty c * Omega_k * (theta_k - theta_k*)^2]

Features

  • Online gradient-trajectory path integral accumulation.
  • Does not require storing past training samples.
  • Zero external dependencies.

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