> Source: https://amayakavya.com/research

# Research

Independent work across physics, energy systems, and financial structure. Entries are written to be readable without technical background.

[Automation Without Obsolescence: The Role of AI in Modern Software Engineering Why advancing AI automates the tasks of software work without removing human responsibility, as accountability for objectives, failures, and outcomes stays firmly human. Software Engineering July 2026](/research/automation-without-obsolescence)

[The Normalisation of Debt-Financed Status Consumption: Social Media, Household Saving, and the Behaviour of Young Urban India How social media has normalised aspirational, debt-financed spending among young urban India, and why that pattern is costly to households and a structural risk to the wider economy. Behavioural Finance June 2026](/research/debt-financed-status-consumption)

[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. AI Evaluation March 2026](/research/reasoning-integrity-language-models)

[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. Physics July 2025](/research/ese)

[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. Energy Systems October 2024](/research/hidden-carbon-debt)

[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. Finance October 2024](/research/emi-debt)

[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. Sustainability December 2023](/research/energy-footprint)