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Copilot AI commented Jun 16, 2025

Thanks for assigning this issue to me. I'm starting to work on it and will keep this PR's description up to date as I form a plan and make progress.

Original issue description:

Next Development Directions

  1. Advanced PLN Integration
    Implement full Probabilistic Logic Network (PLN) reasoning
    Add inference rules for RR pattern reasoning
    Support complex logical queries over membrane structures
  2. Scheme Interface
    Extend the existing scheme_like namespace
    Add REPL for interactive RR/AtomSpace exploration
    Support Scheme-style pattern matching and manipulation
  3. Persistent AtomSpace
    Add serialization/deserialization for AtomSpace state
    Implement persistent storage backends
    Support incremental learning and memory consolidation
  4. Multi-Level Integration
    Support hierarchical AtomSpace structures for nested membranes
    Implement cross-level emergent pattern detection
    Add support for temporal reasoning and memory
    Conclusion
    The enhanced RR framework with AtomSpace integration provides a powerful foundation for:

Advanced Membrane Computing: Deeper integration of trialectic dynamics
Symbolic-Subsymbolic Bridge: Connection between RR and symbolic reasoning
Emergent Intelligence: Multi-level pattern detection and emergent behavior
Extensible Architecture: Framework for future cognitive system development
This integration represents a significant step toward unified cognitive architectures that combine the dynamic self-organization of membrane systems with the symbolic reasoning capabilities of OpenCog.

Fixes #8.


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@drzo drzo mentioned this pull request Jun 16, 2025
@drzo drzo linked an issue Jun 16, 2025 that may be closed by this pull request
@drzo drzo marked this pull request as ready for review June 16, 2025 16:05
@drzo drzo merged commit b9b5953 into master Jun 16, 2025
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@drzo drzo mentioned this pull request Aug 4, 2025
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continue Next Development Directions

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