takens-embedding

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.

Spectral Attention Divergence — dynamical systems probe for LLM inference via dual-path attention comparison and delay-coordinate attractor reconstruction

An experiment in taking 1D data, transforming it into a 3D knot and analysing comparing, in the forms of ai audio deepfake detection, protien folding and drug docking, magnetic flares from the sun, and making pretty videos from music :)

Falsifiable engineering specs (Modules A–G) for the LifeNode Processual architecture: bio-electric & MOF transduction, NV-diamond Q-Core, Physarum biohybrid interface, ASCALON phase filter, Living Walls. Theory on Zenodo. No product — validation or falsification only. CC-BY-NC-SA 4.0. Technology adapts to Life's rhythm, not the reverse.

Методология Геометрического Анализа Рынка. Классификация рыночных состояний через фазовое пространство.

Attractor Topology Toolkit — topological analysis of dynamical attractors via persistent homology

Speaker State Trajectory analysis — treats voice as a nonlinear dynamical system and drives research with a Karpathy-style autoresearch loop.

Reproduction of a topological-data-analysis portfolio model (Takens embedding, persistence landscapes) with a tested Python pipeline.