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One-liner: Design, document, and test a complete AI-automated workflow for a real business process — from trigger to output, with error handling and quality gates. 🔧 Jump in (Tinkerers start here) Pick a real business process that currently takes you 30+ mi...

One-liner: Turn a task you do repeatedly into a reusable AI prompt template that works every time — your first step toward automation. 🔧 Jump in (Tinkerers start here) Think of something you do at least once a week that involves writing, analyzing, or summa...

One-liner: Build a multi-step AI workflow where each step's output feeds into the next — turning a complex task into a repeatable pipeline. 🔧 Jump in (Tinkerers start here) Pick a task that has at least 3 distinct phases. Examples: writing a blog post (rese...

One-liner: Build a documented library of prompt patterns borrowed from 3+ different fields, with tested adaptations and transfer notes for your own domain. 🔧 Jump in (Tinkerers start here) You're going to build a personal prompt library of techniques stolen...

One-liner: Take an AI technique from a completely different field and apply it to your own work — discovering that the best prompting ideas are often borrowed. 🔧 Jump in (Tinkerers start here) Pick a field that is not your own. If you work in marketing, pic...

One-liner: Take a complete problem-solving framework from another domain and systematically adapt it to solve a challenge in your own work. 🔧 Jump in (Tinkerers start here) Pick a challenge you're currently facing in your work — something you've been approa...

One-liner: Architect a complete multi-agent workflow for a real project — defining roles, inputs, outputs, handoffs, and a feedback loop — then test it. 🔧 Jump in (Tinkerers start here) Pick a real project that involves at least three distinct types of work...

One-liner: Run a multi-perspective AI session where one prompt gets you two expert viewpoints on the same problem — no extra tools required. 🔧 Jump in (Tinkerers start here) Pick a real decision you're currently facing. It could be a work decision, a projec...

One-liner: Split a problem across two separate AI sessions with different roles and contexts, then synthesize their outputs yourself — like managing a real team. 🔧 Jump in (Tinkerers start here) You'll need two AI chat windows open at the same time (two bro...

Curated resources organized by pillar. Focused on practical, generalist-accessible content rather than technical papers. Every link has been opened and reviewed — no filler. Recommended Courses Free courses that complement this playbook. We've vetted each one ...

Key terms used throughout the playbook, in alphabetical order. Term Definition Agent An AI system given a specific role, scope, and set of instructions to perform a defined task. In this playbook, "agent" can mean a simple role-prompted AI chat or a mor...

All exercises in this playbook work with any AI chat tool. You don't need a specific platform — use whatever you're comfortable with. This page lists options by category for reference. AI Chat Tools These are the tools you'll use for most exercises. Any one of...