Tool & Loop

A course that builds what you ask for

Learn to build AI agents that do real work.

Not chat. Agents that take a job off your list: quote a customer, chase an invoice, cut a video, check their own work. You ask for the module you need; the most-voted request ships within seven days.

£19 a month or £149 a year. Membership opens soon.

The Tool & Loop cycle: a member asks for a module, members vote, the top request is drafted, a separate reviewer checks it, and it ships to the person who asked, every week. 1Askyou name it 2Votemembers pick 3Draftfor real work 4Reviewa critic checks 5Shipemailed You ask. We build. The top request ships within 7 days.
The weekly loop every module goes through.

What you will learn

The four ideas under every agent that works

  1. The loop. A model asks for a tool, gets the result, and decides the next step until the job is done.
  2. Tools, safely. What to let an agent touch, and how to stop a bad step reaching a customer.
  3. Checking the work. A grader that tells you when the output was wrong, before your customer does.
  4. Learning from mistakes. Turning yesterday’s errors into tomorrow’s instructions.

Modules people ask for

Built for your trade, not a textbook

Members ask for what they need right now, in their own words. The kind of thing that ships:

  • Agents for my trade: quotes, follow-ups and job sheets
  • Motion design with AI, start to finish
  • An inbox assistant that drafts, never sends
  • Checking an AI’s answers before they go out

See the live request board

How it works

One module a week, chosen by you

Every Monday the most-voted open request is drafted, then read by a separate reviewer that checks it is accurate, original and useful. If it passes, it is published within seven days and the person who asked gets an email. If it fails, it is rewritten, not rushed out.

Ask → vote → draft → review → ship

Questions

Do I need to be a programmer to learn to build AI agents?

No. Modules start from the work you want done and show every step. Some modules use a little code, and they explain each line.

How does requesting a module work?

Anyone can ask for a module and vote on others. Every week the most-voted open request is written, checked by a separate reviewer and published within seven days, and the person who asked is emailed when it ships.

How much does it cost?

£19 a month or £149 a year. Membership is opening soon: join the waitlist on the pricing page to hear first.

Which AI tools do the modules use?

Whichever fits the job. Modules teach the ideas that work across tools: the agent loop, giving an agent tools safely, checking its work, and letting it learn from mistakes.

Ask for a module