Mathematical resolution to the Sapient AI HRM scaling wall (Issue #80). Open-sourcing Poincaré Deep Equilibrium (P-DEQ) and Grid-Cell Topological Anchoring to solve ZOH/Dirac Delta gradient shatter.
artificial-neural-networks dynamical-systems implicit-functions articicial-inteligence deep-equilibrium-models hierarchical-reasoning-model llm-scaling
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Updated
May 6, 2026