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We tend to think AI is saving us time, but are we actually getting things done faster?
In a 2025 study by METR, 16 experienced developers worked on 246 real tasks. They expected AI to make them 24% faster. They were actually 19% slower, and they still believed AI had sped them up.
Feeling productive and being productive are two different things.
Today we wrap up the second month of the AI Bootcamp, so the question is simple: what actually worked for you?
Over the last 11 chapters we covered templates, quality checks and the most common failures. Chapter 24 turns them into one prompt playbook: a short page for each job you repeat, built from your own past work.
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Kris & The AI Central Team
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📚 We rebuilt the AI Library
The AI Library now holds 1,200+ step-by-step guides. Our team researches and tests the tools and prompts, then turns what works into a guide you can follow in minutes. Here's what's new:
Search by topic or use case: find the guide for the job in front of you
Playlists: group guides for the jobs you do every week
Your notes: keep your own notes beside each guide
Use it inside Claude and ChatGPT: connect the Library and ask for a guide without leaving your chat
New this week:
How to Deliver Agentic Workflows (2026 Edition)
12 Skills to Install in Claude
5 Ways to Use Claude You Never Tried
Top AI Tools for Marketing with Workflows
15 AI Projects to Level Up Your AI Tool Skills
Try it for a month for $4.99.
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📓 Your prompt playbook
Inside this guide you will learn:
Section | What you can do by the end |
|---|---|
24.1 The unit of a playbook is a job, not a prompt | Pick the 3 or 4 recurring jobs that genuinely earn a written approach |
24.2 One page per job, and 5 lines on it | Write a play in five lines, including the one almost everybody leaves off |
24.3 A recipe covers one task, a play covers a class of work | Write something that still holds when the next case arrives in a different shape |
24.4 A playbook that never changes is a fossil | Know the 4 moments to revise a play, and when to simply delete it |
You'll need: your templates from Chapter 17, your quality bar from Chapter 22, and the failure list from Chapter 23. Open your calendar and sent mail too: they show the jobs you actually repeat.
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📝 Steal these prompts
What most people type:
"Give me a prompt for reviewing supplier contracts."
You get a generic prompt for a generic contract, written around someone else's process.
What to type instead:
"I do this job about [how often]: [describe the job]. It starts when [trigger]. Here are my notes from the last two times I did it: [paste]. Draft a one-page play with 5 lines: the trigger, what I need in front of me before I start, the moves in order (2 or 3), a yes-or-no check that tells me it's finished, and the one failure I've already hit. Ask me about anything you'd otherwise have to guess."
Two past runs: the second run is where what repeats separates from what was a one-off
A yes-or-no check: so you stop when it's done, not when you're tired
Ask, don't guess: you're writing down your process, not borrowing someone else's
Put today's date on each play and review your playbook at the end of every month. If a play no longer matches how you work, rewrite it or delete it.











