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Agent Engineering · Unit 3 of 6
Activation
Reflection
Concept
Practice
⚡ Activation
💭 in your head · nothing to type

Run through any real workflow you use every week — say, inbox processing.

Don't picture it as "steps that need to get done" — picture it as a puppeteer working several marionettes at once. Each string in a different hand, each figure doing its own thing. When one person holds all the strings, that's an art of coordination — not brute labor.

Look at your workflow as that system: which marionettes are you pulling yourself right now? And which ones could move on their own if the string were rigged correctly?

Guess before the explanation

Getting it wrong is fine: it is part of learning. Guessing first helps the answer stick later, and the answer itself comes after the explanation.

Why is an email's state stored in SQLite, with a repeated pass skipping processed mail?
Learn with AI

Copy your personal prompt and paste it into your agent's learn mode — it picks up your context and takes you forward.

Honestly: with AI it feels like you can do more than you can without it. After practice, check yourself without AI. (Bastani et al., PNAS 2025)

Explains the material using the course method.

ChatGPT →Claude →Gemini →Copilot →