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Living AI Academy

Learn AI by doing work that matters.

A practical learning system for understanding AI, improving real work, researching with evidence and building automation with clear human control.

A clear resultKnow what you can do when the lesson ends
Practical applicationUse the idea on your own work
Evidence and reviewSee sources, version and review date
START WITH YOUR GOAL

Choose the problem you want to solve first.

You do not need to guess which lesson comes next. Pick a goal and enter the relevant point in the curriculum.

I am new to AI

Start with the language, limits and habits that prevent expensive mistakes.

Recommended first lessonWhat an AI system actually does
Open this path

I want to save time at work

Move from a recurring task to a measurable and reviewable AI workflow.

Recommended first lessonChoose a worthwhile AI task
Open this path

I want safe automation

Learn permissions, trust boundaries, stop conditions and recovery before connecting tools.

Recommended first lessonResist prompt injection in real workflows
Open this path

I need reliable research

Build an evidence trail that makes sources, confidence and gaps visible.

Recommended first lessonFrame a question that research can answer
Open this path
THE COMPLETE CURRICULUM

Four modules. One useful result from each.

These are the modules members can study now. Every card below is backed by complete lessons, exercises and sources.

01

AI foundations

Understand how models work, where they fail and how to judge an answer before relying on it.

Lessons
8
Study time
115 min
What you leave withA clear mental model and safer daily use
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  1. What an AI system actually does12 min
  2. Tokens, context and the illusion of memory14 min
  3. Why convincing answers can be wrong13 min
  4. Write an instruction that can be reviewed15 min
  5. Build a source-backed verification loop18 min
  6. Protect data before it reaches a model14 min
  7. Evaluate a model on your real job16 min
  8. Design the human handoff13 min
02

Practical AI work

Choose a worthwhile task, write useful instructions, test real cases and measure the complete workflow.

Lessons
4
Study time
56 min
What you leave withOne repeatable workflow for real work
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  1. Choose a worthwhile AI task14 min
  2. Write a testable AI brief14 min
  3. Build a small evaluation set14 min
  4. Measure value, risk and total cost14 min
03

Responsible automation

Map trust boundaries, limit agent authority and prepare a recovery path before automation acts.

Lessons
4
Study time
64 min
What you leave withA controlled automation with a human stop line
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  1. Map the trust boundaries around AI16 min
  2. Resist prompt injection in real workflows16 min
  3. Limit what an AI agent can do16 min
  4. Prepare for AI incidents and recovery16 min
04

Research and verification

Turn a question into a sourced brief, separate evidence from interpretation and record uncertainty.

Lessons
4
Study time
60 min
What you leave withA decision-ready research brief
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  1. Frame a question that research can answer15 min
  2. Collect primary evidence before commentary15 min
  3. Verify source identity, version and time15 min
  4. Synthesize with a claim ledger15 min
LEARN, APPLY, KEEP

A lesson should change what you can do.

The Academy combines a guided path, visible progress and applied work. It follows proven learning-product patterns without turning study into noise or decoration.

  1. 1
    Understand

    Short, focused explanations establish the idea and its limits.

  2. 2
    Apply

    A practical exercise moves the idea into your real work.

  3. 3
    Check

    A knowledge check and sources expose weak assumptions.

  4. 4
    Keep

    Progress, workbook answers and module reflections stay in your account.

NEXT, CLEARLY LABELLED

The Academy will grow, without pretending the roadmap is already a course.

In development

Creative production

Image, video, voice, writing and rights-aware production workflows.

In development

Families and education

Age-aware learning, privacy, authorship and independent thinking.

In development

Role-based pathways

Guided pathways for creators, managers, researchers and builders.

MEMBER ACADEMY

Continue from the next useful lesson.

Members receive the complete lesson bodies, private workbook, stored progress, exercises, module reflections and source lists.