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The Tosh.AI Blog

Insights on sovereign AI, the PRAGYA model family, YANTRA agentic orchestration, on-prem and air-gapped deployment, Indic language AI, and building India's general intelligence platform.

Engineering4 min read

Sovereign RAG: Grounding AI in Your Own Documents

An ungrounded model guesses. Sovereign RAG grounds answers in your own documents, with citations, access control, and full offline operation - so the AI tells you what your records actually say.

May 6, 2026Toshendra Sharma

Product4 min read

Beyond the Chatbot: How YANTRA Orchestrates Agentic AI

A model answers questions. A platform gets work done. YANTRA turns the model into a supervised agentic system that plans, uses approved tools, and leaves a full audit trail.

April 8, 2026Toshendra Sharma

Models4 min read

Inside the PRAGYA Model Family: Edge, Core, and Max

One model size does not fit every deployment. PRAGYA comes in three tiers - Edge, Core, and Max - so the same sovereign intelligence scales from an offline laptop to a full cluster.

March 4, 2026Toshendra Sharma

Company4 min read

Building India's Sovereign AI: The Tosh.AI Story

India has the talent to build frontier AI. The gap is not capability but product engineering that runs inside the buyer's own perimeter. Here is why we started Tosh.AI.

February 11, 2026Toshendra Sharma

Sovereignty4 min read

Why AI Sovereignty Matters: Jurisdiction, Control, and Auditability

When your AI runs on someone else's cloud under someone else's laws, you do not control your own intelligence. Here is why jurisdiction, control, and auditability define real AI sovereignty.

January 22, 2026Toshendra Sharma