Research Perspectives

Blog

Technical essays, research insights, and long-form perspectives.

// Featured Essay

Indic language streams converge into a luminous neural map of India

12 Oct 2025 3 min read

Why Indic LLMs Matter: The Case for Indigenous Language AI

By Team Member 01

Over 1.4 billion people speak one of India's scheduled languages, yet less than 2% of large language model training data represents them. This essay makes the case for urgent, systematic investment in Indic foundation models.

LLMIndic LanguagesAI Policy

// Archive — 2 Essays

Four transparent audit lenses guide a civic decision system

28 Nov 2025 5 min read

Responsible AI for Government: What FATE Really Means in Practice

By Team Member 02

Fairness, Accountability, Transparency, and Explainability sound like abstract principles. This post describes what they mean concretely when applied to an AI system deciding citizen benefit eligibility.

Responsible AIPolicyGovernanceFATE