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implicit-functions

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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. Unblocks infinite-horizon 7B+ latent reasoning. Liquidating the moat to fund an emergency survival runway.

  • Updated May 2, 2026

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