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F-100 · Adult · Foundations

Foundations of AI

8 workshops · ~12 hours

What a language model actually is, why it can be wrong, and how to use it without becoming dependent on it. Eight workshops, no math required, no programming required.

The workshops

What you do, step by step

  1. 01

    What a language model actually is

    Strip away the marketing. See what the model is and isn't.

    Artifact: A one-page mental model you can explain to a colleague.~90 min

  2. 02

    Why models hallucinate

    The mechanism behind confident wrong answers.

    Artifact: A prompt-and-response notebook where you reproduce three hallucination patterns.~75 min

  3. 03

    Prompting that earns its weight

    Six prompt patterns that consistently improve output, and one anti-pattern to abandon.

    Artifact: A reusable prompt library for your daily work.~90 min

  4. 04

    Reading the output critically

    How to spot the difference between confident-and-correct vs confident-and-wrong.

    Artifact: A checklist you can apply before you trust any LLM output.~60 min

  5. 05

    Context windows and memory

    Why the same model behaves differently at different points in a conversation.

    Artifact: A diagram of how context flows through a multi-turn exchange.~75 min

  6. 06

    Tool use, in plain English

    How models can take actions in the world — and why that's different from text generation.

    Artifact: A worked example of an agent calling a real tool.~90 min

  7. 07

    Where AI breaks

    The seven failure modes you'll encounter in production use of any model.

    Artifact: A failure-mode catalog for your team's first AI deployment.~75 min

  8. 08

    What comes next

    An honest read on the next 18 months — capability gains, safety questions, what to keep watching.

    Artifact: A short essay you write articulating your own AI-literacy plan.~90 min

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