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field-dynamics

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Howtoimagine / the_kaleidoscope_legacy_edition

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Kaleidoscope is an experimental cognitive architecture for emergent intelligence. It uses an E8 lattice physics engine and an RL-steered LLM to autonomously generate novel theories about complex systems. Features a visualization hub of its internal thought-space.

symbolic-ai cognitive-engineering ai-memory symbolic-processing emergent-intelligence recursive-memory field-dynamics ai-memory-reconstruction e8-lattice quasicrystal-logic meaning-architecture dream-interfaces attention-mechanics memory-geometry
  • Updated Dec 7, 2025
  • Python
spanda-normative-harness

putmanmodel / spanda-normative-harness

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Deterministic micro-demos that prove/falsify Spanda normatives (N01–N30). Each demo has proof/break fixtures and emits replayable JSONL decisions with evidence + rationale—an executable harness for constraint-bound, stratified agent architectures.

python tooling reproducible-research verification policy deterministic test-harness governance jsonschema ai-safety memory-systems jsonl drift-detection agent-architecture field-dynamics normative-specification research-artifacts spanda micro-demos stratified-memory
  • Updated Feb 26, 2026
  • Python

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