NIRMATA VISION
Nirmata Academy
A full AI certification program built around honesty, compliance, and real competency verification. No shortcuts. No participation trophies. Three tiers, each one building toward the next.
TIER 1
CORE
Foundations that actually prepare you for what's next — not another surface-level explainer.
How Models Actually Work
Tokens, context windows, why hallucination happens, and the real difference between prompting and fine-tuning.
The Real AI Landscape
Model providers, infrastructure, and the application layer — and where a real product actually sits between them.
Evaluating AI Output
How to tell a trustworthy answer from a confident-sounding one, before you ever ship something built on it.
TIER 2
BUILDER
Hands-on skills for actually shipping a real, working AI system.
Real Prompt Engineering
Structured technique, not just “be clear” — the actual patterns that hold up in production.
Git and GitHub Fundamentals
Version control for AI projects, built for people who've never needed it before now.
Deploying on Vercel
The exact platform this system runs on, taught from real, current deployment experience.
Voice AI
Where a realistic voice layer actually fits in a product, and how to build one.
TIER 3
LAUNCH
The regulatory and real-world shipping tier — taught from lived experience, not theory.
Compliance Basics
HIPAA, COPPA, and GDPR/CCPA — real frameworks, what they actually require, not vague gestures at them.
App Store and Google Play
Signing keys, review processes, and the real, specific things that go wrong — taught from a system that has lived every part of this recently.
Shipping to Real Users
What changes once your AI system has actual people depending on it, not just a demo.
STATUS
Nirmata Academy is in active development. This page shows the real curriculum structure as it's being built — pricing and enrollment aren't live yet. Nothing here is claimed as available until it actually is.