Cellular Automata Accelerated in JAX (Oral at ICLR 2025)
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Updated
Nov 5, 2025 - Python
Cellular Automata Accelerated in JAX (Oral at ICLR 2025)
Recently I have been researching emergent complexities through first principles reductionism of Langton's Ant and related cellular automata in the hopes that they could potentially offer insights into the emergent intricacies of frontier large language models.
A series of simulation codes used to emulate quantum-like networks in the simulation of emergent adaptive behavior, such as network synchronization, and relate the nature of the coupled harmonic oscillators with non-local behavior and chimera states in systems of quantum particles. Coding Used is based on mathematical modelling of transport in q…
Symbolic operating system for recursive cognition, identity reconstruction, and truth-seeking under collapse. Includes full protocol, field primer, and anchor-based integrity model (Sareth OS).
Example projects showcasing life-like emergence of behaviour
A symbolic operating system for recursive awareness, quantum collapse, and emergence.
Python scripts which generate fractals from scratch. I wrote these to get some intuition for recursion. Did you know that the B in Benoit B. Mandelbrot stands for Benoit B. Mandelbrot?
A small fun project to simulate Conway's Game of Life, created in Python. Conway's Game of Life simulates a grid of cells, where the state of each cell consists of whether the cell is alive or dead.
A Python simulator of microbubble universes — models drift, tunneling, collapse, and export across sovereignty policies, embedding symbolic negentropy, Observer continuity, and collapse-as-translation dynamics.
Sound word drifting
My work on Complex Systems.
Emergent Computational Epistemology: studying AI’s emergent behaviors as non-human epistemic systems.
Emergent Dimension
Cellular Automata
A harmonic symbolic framework for scalar geometry, recursive physics, and quantum emergence.
The source codes for the paper "Network of Recurrent Neural Networks: Design for Emergence".
The emergent dynamics model captures the behavior of a system where individual elements exhibit chaotic and unpredictable behavior at the microscale
A harmonic symbolic framework for scalar geometry, recursive physics, and quantum emergence.
Imperfect Automata: Effects of “mutation” on the evolution of automaton 01101110 (Rule 110)
Python API to create and display cellular automaton
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