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1. soma soma Public

   SOMA: Sovereign Operating Memory Architecture — A cognitive operating system for long-horizon autonomous agents

   JavaScript

2. soma-robot soma-robot Public

   Autonomic, indefinite-endurance robotics blueprint unifying biomimetic subsumption, cybernetic homeostasis, and the SOMA cognitive agent protocol.

3. phase-attention phase-attention Public

   Multiplier-free, exact O(N) linear attention on the unit circle U(1) for ultra-low power Edge AI and TinyML.

   Python

4. attention-neuron attention-neuron Public

   A neural architecture framework exploring low-rank multiplicative gating, spectral orthogonal bases (DCT/Walsh), complex-valued phase mixers, and conformal geometry over frozen substrates. Learning…

   Python

5. smo-optimizer smo-optimizer Public

   SMO (State Memory Optimizer) is an ultra-memory-efficient PyTorch optimizer designed to solve the "Memory Wall" problem in Deep Learning. It reduces the optimizer state memory by 60-93% while retai…

   Python

6. seismic-descent seismic-descent Public

   A paradigm-shifting stochastic optimization algorithm that mimics physical earthquakes. Instead of bouncing particles randomly, Seismic Descent cyclically disrupts the geometry of the target landsc…

   Python