Path 01 · 6 lessons · 54 min

Understand AI development

Explore ideas with the tools that suit the task. Learn what to check before a prototype gets real data or permissions.

YOUR OUTCOME

Support exploration and recognize when the responsibilities change.

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  1. 01

    Vibe coding: uses and limits

    Help people explore ideas with AI. Use a banking prototype to understand why live data and API permissions need security evidence.

    11 min · Foundation
  2. 02

    Models, context, and incorrect answers

    Identify how missing information can cause an incorrect answer, even from a capable model.

    8 min · Foundation
  3. 03

    Assistants, agents, and permissions

    Distinguish an answer from an action. Identify the tools and permissions that change the consequences of a mistake.

    8 min · Foundation
  4. 04

    Choose a useful first AI task

    Select a small task with clear inputs, visible results, and limited consequences.

    8 min · Foundation
  5. 05

    Measure useful progress

    Measure completed work, review effort, and rework. Do not use generated code volume as a measure of value.

    9 min · Foundation
  6. 06

    Choose a model with evidence

    Compare models on representative tasks, acceptance criteria, cost, and the operating constraints of your team.

    10 min · Practitioner