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…

Dyadic Framework

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).

K-SSM v3: Kuramoto oscillators in a state-space LM. Positive result: bistability drives R to 0.99. Negative result: text generation remains incoherent. Full data, honest assessment.

Example projects showcasing life-like emergence of behaviour

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.

Sound word drifting

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.

My work on Complex Systems.

Linear-time sequence modeling that replaces attention's O(n²d) complexity with O(nd) summation-based aggregation. Demonstrates constraint-driven emergence: how functional representations can develop from optimization pressure and architectural constraints alone, without explicit pairwise interactions.

The source codes for the paper "Network of Recurrent Neural Networks: Design for Emergence".

Emergent Computational Epistemology: studying AI’s emergent behaviors as non-human epistemic systems.

A harmonic symbolic framework for scalar geometry, recursive physics, and quantum emergence.

Experiments, simulations and reflections on emergent behavior, self-organization, and the nature of intelligence. A living thought experiment.

What if physics isn't fundamental but emergent? Simulation framework generating quantum mechanics, gravity, and cosmic structure from pure information dynamics

The emergent dynamics model captures the behavior of a system where individual elements exhibit chaotic and unpredictable behavior at the microscale

8-year robot evolution project. 100+ generations, emergent language (28 signals), personality divergence from identical code. PhD-level work without paperwork.