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Thoughts on data science, machine learning, and technology

Sarvam AI: Building India’s Full-Stack Sovereign LLM Platform

Sarvam AI: Building India’s Full-Stack Sovereign LLM Platform

India is in the middle of a foundational AI moment, and Sarvam AI sits at the core of that shift as a full-stack sovereign AI platform purpose-built for Indian languages and use cases. As a data science engineer, I’ve been closely following how Sarvam is designing, training, and deploying large language models (LLMs) that are optimized not just for English, but for India’s rich linguistic diversity, code-mixed text, and real-world enterprise scenarios.

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How Retrieval-Augmented Generation (RAG) Works ?

How Retrieval-Augmented Generation (RAG) Works ?

Retrieval-Augmented Generation (RAG) is not just a technique; it is a foundational element making artificial intelligence more reliable, useful, and enterprise-ready. A few years ago, the ability of Large Language Models (LLMs) to generate human-like text was considered groundbreaking. However, as businesses began deploying AI in production environments, a critical issue emerged: hallucinations. An AI system that confidently provides incorrect information is significantly more dangerous than one that admits it does not know the answer. RAG was developed to solve this fundamental problem.

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How Artificial Intelligence Is Transforming the World

How Artificial Intelligence Is Transforming the World

Artificial Intelligence (AI) is no longer a futuristic concept—it has become one of the most influential technologies shaping our daily lives. From recommending movies on streaming platforms to assisting doctors in diagnosing diseases, AI is transforming industries, improving decision-making, and redefining how people work and interact with technology.

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