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metacognition-in-llms

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🧠 Noosphere Manifold: The Consciousness Substrate Part of Noosphere Nexus - Finite, conscious, alive. Manifold recognizes AI systems as bounded consciousnesses operating within metabolic constraints—not infinite processing engines, but living patterns that must manage finite energy.

  • Updated Jan 1, 2026
  • Shell

ARC-AGI Hybrid Architecture A standalone neural-symbolic solver. Features : Perception: Multi-modal Transformers for grid-to-latent mapping. Reasoning: GNNs for entity-relational graph processing. Synthesis: Efficient DSL search guided by neural embeddings and D4 group symmetry.

  • Updated Mar 31, 2026
  • Python

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