Learn AI Fundamentals
AI has changed what people without technical backgrounds can build. You don't need to be a developer to ship a real, working application. You need to know how to think with AI, direct it clearly, and recognize when it's wrong.
This track covers the first two weeks of the Treehouse AI Bootcamp. You'll start with what AI actually is: how large language models generate text one word at a time, what ChatGPT, Claude, Gemini, and Perplexity are each built for, and the safety habits to establish before you paste anything into a chatbot.
From there, prompting becomes a skill instead of a guessing game. You'll learn the five principles behind every good prompt, then advanced techniques like role prompting, chain-of-thought, and reverse prompting. You'll use AI-powered deep research to validate a real idea with market data, scope it down to a buildable MVP, and generate your first working app with tools like Lovable and Bolt.
Then you'll learn what separates a rough prototype from something you can actually build: writing and stress-testing a spec, recognizing the five ways AI fails and the fix for each, working with AI agents and data, and using advanced builder tools like Cursor, Claude Code, and Codex.
By the end, you'll have a validated idea, a builder-ready spec, and a chosen path for the rest of the bootcamp: a web app, an AI agent, or a data dashboard.
Start your AI builder journey with this Track!
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34 minWorkshop
What AI Is and How Large Language Models Work - AI Foundations Day 1
Learn what AI really is, how large language models work, and what ChatGPT, Claude, Gemini, and Perplexity each do best. Then hear a cybersecurity leader on the safety habits to start with.
This is part of the AI Bootcamp. Click here to learn more. (/ai-bootcamp)Viewed -
13 minWorkshop
What AI Platforms Can Do Beyond Chatbots - AI Foundations Day 2
Go past basic chat. Compare Projects, memory, agents, deep research, and Artifacts across ChatGPT, Claude, Gemini, and Perplexity.
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22 minWorkshop
The 5 Principles of Effective AI Prompting - AI Foundations Day 3
The five principles of effective prompting: direction, format, examples, quality, and divide labor, plus the conversation habits that keep AI on track.
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21 minWorkshop
Advanced AI Prompting, Personas and Mega-Prompts - AI Foundations Day 4
Level up with framing strategies, personas, mega-prompts, meta-prompts, chain of verification, and the prompting shifts that actually matter.
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27 minWorkshop
Validate Your App Idea with AI Deep Research - AI Foundations Day 5
Use Perplexity Deep Research to size your market, tear down competitors, mine Reddit for real pain points, and stress-test your idea before you build. Then hear how a non-technical general manager puts AI to work at his own company.
This is part of the AI Bootcamp. Click here to learn more. (/ai-bootcamp)Viewed -
10 minWorkshop
How to Scope Your MVP and Name Your App - AI Foundations Day 6
Cut your idea down to a buildable MVP. Triage features into must-have, nice-to-have, and later, then name your app and write a solid problem statement.
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11 minWorkshop
Build Your First App with AI, No Code Required - AI Foundations Day 7
Compare the four AI builder tools, then paste your idea into one and watch it generate a real, working app with no code and no prior experience required.
This is part of the AI Bootcamp. Click here to learn more. (/ai-bootcamp)Viewed -
15 minWorkshop
How to Write an App Spec for AI Builder Tools - AI Foundations Day 8
Write your first MVP spec with AI using a six-part template, and learn front end, back end, API, and database language so you can describe problems clearly.
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19 minWorkshop
The 5 Ways AI Fails and How to Fix Each One - AI Foundations Day 9
Diagnose generic answers, hallucinations, off-topic drift, tone mismatch, and repeated mistakes, with the specific fix for each and when to start over. Then hear how a working developer uses AI day to day.
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11 minWorkshop
Stress-Test Your App Spec with Reverse Prompting - AI Foundations Day 10
Complete your user flows and success criteria, then use reverse prompting to find every gap a builder tool would otherwise have to fill in with a guess.
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17 minWorkshop
Cursor, Claude Code and Codex for Beginners - AI Foundations Day 11
Move past simple builders. Compare Cursor, Claude Code, and Codex, then export a real app to GitHub and add features with an AI agent inside your codebase.
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11 minWorkshop
What AI Agents Are and How to Build One - AI Foundations Day 12
See how AI agents differ from chatbots, learn the four parts of every agent, and build a real multi-step task in Claude Cowork, then put it on a schedule.
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12 minWorkshop
Analyze Data and Build a Dashboard with AI - AI Foundations Day 13
Upload a CSV, explore it, ask better questions, and have AI build an interactive dashboard. No SQL, no data analyst, and no specialized tooling required.
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13 minWorkshop
Web App vs AI Agent vs Data Dashboard - AI Foundations Day 14
Compare the three build tracks, pick the one that fits your idea, and adapt your spec with track-specific sections before the build weeks begin.
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3 minInstruction
You've Finished the Foundations. Now Pick Your Track.
Choose your build track for Weeks 3–4: Web App, AI Agent, or Data Dashboard. See which ideas fit each track and how to decide — plus you can take the others later....(continue reading)
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Track Completion
This track includes:
- What AI Is and How Large Language Models Work - AI Foundations Day 1 34 min
- What AI Platforms Can Do Beyond Chatbots - AI Foundations Day 2 13 min
- The 5 Principles of Effective AI Prompting - AI Foundations Day 3 22 min
- Advanced AI Prompting, Personas and Mega-Prompts - AI Foundations Day 4 21 min
- Validate Your App Idea with AI Deep Research - AI Foundations Day 5 27 min
- How to Scope Your MVP and Name Your App - AI Foundations Day 6 10 min
- Build Your First App with AI, No Code Required - AI Foundations Day 7 11 min
- How to Write an App Spec for AI Builder Tools - AI Foundations Day 8 15 min
- The 5 Ways AI Fails and How to Fix Each One - AI Foundations Day 9 19 min
- Stress-Test Your App Spec with Reverse Prompting - AI Foundations Day 10 11 min
- Cursor, Claude Code and Codex for Beginners - AI Foundations Day 11 17 min
- What AI Agents Are and How to Build One - AI Foundations Day 12 11 min
- Analyze Data and Build a Dashboard with AI - AI Foundations Day 13 12 min
- Web App vs AI Agent vs Data Dashboard - AI Foundations Day 14 13 min
- You've Finished the Foundations. Now Pick Your Track. 3 min