A Formal Framework for Evaluating Reasoning Integrity in Language Models
A framework for evaluating language model reasoning as belief-state trajectories, balancing consistency, perturbation stability, and parsimony.
Independent work across physics, energy systems, and financial structure. Entries are written to be readable without technical background.
The Electromagnetic Structural Encodement (ESE) Hypothesis: A Coherence-Based Framework for Matter Formation
A framework suggesting that matter is not made of particles, but of stable electromagnetic wave patterns governed by coherence and resonance.
The Hidden Carbon Debt: Rethinking Electric Vehicles in India’s Coal-Powered Future
A lifecycle analysis showing how coal-powered electricity and battery production significantly reduce the environmental benefits of EVs in India.
The Impact of EMI Dependency on Household Financial Stability in India: A Risk Analysis in the Face of Global Economic Uncertainty
An examination of how rising EMI-based borrowing is weakening household savings and increasing vulnerability to economic shocks.
Comprehensive Evaluation of the Environmental Footprint across Energy Sources: Toward Sustainable Solutions
A comparative review of fossil fuels, renewables, nuclear power, and biomass, highlighting the trade-offs behind each energy source.