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Agent Lab - Lesson 2

Build a reusable AI helper

Pros do not retype the same instructions all day. They build a WRAPPER - a job description wrapped around the AI - so it does one job right every time. Build yours.

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  1. Finish the step above first
    01

    What a wrapper really is

    Every AI app you use - the fancy ones too - is a <b>wrapper</b>: a job description wrapped around a model.

    Same model as everyone else. The wrapper is what makes it good at one job. You are about to build one.

  2. Finish the step above first
    02

    Name your helper

    Give it a name. Naming it makes it a thing you built, not just a chat.

  3. Finish the step above first
    03

    Give it ONE job

    The trick to a good wrapper: one job, done great. Not "do everything." One thing.

    A homework-explainer. A song-title generator. A "make my message kinder" fixer. Pick one.

  4. Finish the step above first
    04

    Write its rules

    Rules are what make it reliable. "Always ask a question back first." "Never write it FOR me, only help me." "Keep answers under 5 lines."

  5. Finish the step above first
    05

    Give it a voice

    How should it talk? Calm coach? Hype friend? Plain and short? The voice is part of the job.

  6. Finish the step above first
    06

    Add the one guardrail

    Every good helper has a line it will not cross. This is the most grown-up part of building AI.

    What must yours NEVER do?

  7. Finish the step above first
    07

    Bring it to life

    Open a chat AI. Paste your spec as the FIRST message and tell it to follow it for the whole chat. Then test it with a real request.

    what will really happen

    Free chat AIs forget the setup after a while. Real wrappers (Custom GPTs, Claude Projects) save it. For now, paste it again if it drifts - that is literally what an app does for you.

    Open ChatGPT (new tab)
    For this whole chat, act as this helper: Name: {name} Job: {job} Rules: {rules} Voice: {voice} Never: {never} Stay in this role. Ready for my first request?
  8. Finish the step above first
    08

    Keep your wrapper

    Here is your helper spec. Save it. This is a real tool you can reuse forever.

    Do the steps above and your your helper spec shows up here.

The class wall - share yours

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WRAPPER

You made a tool, not just a chat

A custom GPT, a Claude Project, a system prompt - they are all just wrappers like the one you built. You now know the thing the apps are made of.

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