Research Pieces

Technical Research

Research Pieces

Independent technical analyses at the intersection of AI systems, physics, and control theory. By Vishal Verma — CTO at Dehurdle, IIT Delhi alumnus.

3 Articles
3 Domains

Articles

01
Machine Learning Theory ·

AI's Autonomous Galileo Moment: Discovering the Hidden Hamiltonians of Chaotic Systems

An analysis of the April 2026 discovery demonstrating that deep generative models can autonomously recover the exact microscopic Hamiltonians of chaotic spin glass systems from passive thermal snapshots alone.

statistical-mechanicsscore-matchinghamiltoniansspin-glasses
02
Multi-Agent Systems ·

The Fluid Dynamics of Multi-Agent AI: Resolving d'Alembert's Paradox of Generative Workflows

A formal framework modeling the semantic boundary layer where probabilistic agent intents interface with deterministic system states, drawing on fluid dynamics, Hamiltonian mechanics, and control theory.

multi-agent-aifluid-dynamicscontrol-theoryenterprise-ai
03
AI Architecture ·

The Physics of AI: Why the Generative Era is a Computational Dead End

A rigorous critique of generative AI through statistical mechanics, general relativity, and quantum degeneracy, demonstrating why non-generative architectures like JEPA represent the thermodynamically necessary future of machine intelligence.

statistical-mechanicsjeparepresentation-learningthermodynamics