Generative AI 101: The Briefing Every Business Team Needs
by the U2xAI Team | 4 min read | June 22, 2026
The fastest way to de-risk AI adoption is shared vocabulary. When a whole team understands context windows, hallucination and retrieval, feature discussions stop being debates about magic.
We teach four mental models. One: an LLM is a next-token predictor, which explains both its fluency and its confident errors. Two: the context window is its working memory — what's not in it doesn't exist. Three: retrieval (RAG) is how you give it your organization's knowledge without retraining. Four: evaluation is a product discipline, not a research luxury.
One hour on these four ideas changes the quality of every subsequent AI conversation in the organization.
The Generative AI 101 Toolkit packages this into ready-to-run 60-minute and half-day sessions with exercises and facilitation notes.