IOanyT Academy
Learn to build AI you can trust
Free courses on deterministic AI and compiled AI: why AI outputs vary, where that becomes risk, and how to put language models into production without unpredictable answers.
No sign-up, no paywall. Taught by Atin Agarwal, author of The AI Agent Economy.
Courses
Deterministic AI Fundamentals
Building AI systems you can trust, audit and afford
A free 10-lesson course for executives and technical leaders on why AI outputs vary, what deterministic AI and compiled AI mean, and how to put language models into production without unpredictable answers.
For: Executives, CTOs, heads of AI and product, and compliance leaders
Start the courseComing next
Compiled AI for Engineers: hands-on labs for generating rules and tests with a model, then running them deterministically.
AI Liability and Compliance for Leaders: what deployers owe their customers and regulators.
Short lessons
Each lesson takes under ten minutes, covers one idea, and ends with a three-question self-check.
Sourced and reviewed
Facts link to their sources, and every lesson shows when it was last reviewed and by whom.
Glossary
Plain definitions of compiled AI, deterministic AI, run-to-run variance and the rest of the vocabulary.
Start with the definitions: What is compiled AI? and What is deterministic AI?