A derivation from Hyperloop Transformers to a field-based framework for emergent intelligence, with minimal experiments and open questions. From Hyperloop Transformers to a testable framework for emergent intelligence via constrained dynamical fields (FXSO). Includes derivations, experiments, and open questions.

100,000 GPU particles flowing through 12 strange attractors in real time. WebGL fragment shaders, ping-pong framebuffers, and chaotic dynamical systems that morph fluidly into one another. Built with p5.js and GLSL.ribes the content specifications for how I want you to make the readme.

Code + manuscript: Ring attractor dynamics in mouse ALM. Errors = premature commitment, not noise. DANDI 000060.

Replication materials for: 'Part A - Expected Free Energy as a Structural Architecture of Individual Choice'

Unified Attractor Complexity Model (UACM) 3.0: The Substrate Logic Protocol

Detecting field-like memory structures in biological systems - planarian regeneration, bioelectric patterns, and attractor dynamics