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genpark-gradient-episodic-memory-gem-projector-skill

mcp
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SUMMARY

GenPark AI Agent Skill - Gradient Episodic Memory (GEM / A-GEM) projection engine constraining parameter updates to prevent interference with past task gradients.

README.md

GenPark Gradient Episodic Memory GEM Projector Skill

A-GEM gradient projection engine preventing negative interference and forgetting during continual task adaptation.

Learn more at GenPark and the GenPark MCP Catalog.

graph TD
    A[Current Task Gradient g] --> B{g . g_ref >= 0?}
    B -->|Yes| C[Apply Gradient Directly]
    B -->|No: Interference| D[Orthogonal Projection g_proj = g - (g.g_ref / |g_ref|^2) * g_ref]
    D --> E[g_proj . g_ref = 0: Zero Forgetting Guaranteed]

Features

  • Efficient orthogonal subspace projection.
  • Eliminates backward transfer penalty.
  • Pure Python standard library.

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