A living hybrid Bio/AI autopoietic system - where Nature, Human, and Technology breathe as one. A resonance-based architecture linking biological life, informational flow, and conscious meaning into one self-organizing field.

Finsler-Adam: Asymmetric-metric optimizer with critical scaling gradient clipping for PyTorch. Drop-in AdamW replacement.

A Novel Family of Edge Preserving Anisotropic Filters

Advanced Geometric Image Processing & Partial Differential Equations (PDEs). From foundational heat equations to Finsler, Randers, and Miron metric flows. Features Numba/CUDA hardware acceleration, multichannel vector diffusion, structural validation (SSIM, EPI), and an end-to-end custom anisotropic filtering library.