A free, interactive field guide that teaches working professionals — managers, writers, operators — to get more out of AI without becoming AI experts. Learn the Leverage Loop, generate falsifiable stop conditions with the built-in builder, and follow a 10-week curriculum across five role tracks. Everything runs in your browser: no account, nothing transmitted. Open source (CC-BY-4.0), every idea traced to a catalog of 188 books.v
Hey PH 👋 I'm Wyatt. I manage technical projects (status updates, stakeholder docs, timelines). Not machine learning.
Every free AI resource I found was either a course selling a certificate or a tutorial written for engineers. Neither matched my week. So I built the guide I wished existed, and made it free and open source (CC-BY-4.0).
The thesis is one line: more leverage, not more AI.
What's inside:
→ The Leverage Loop:
- Capture → Structure → Judgment → Re-run → Repeat.
- AI drafts and organizes; accuracy, context, and the final call stay yours.
→ The Stop Condition Builder:
- define "done" before you prompt: "until every claim has a source," not "until you feel confident." Exports Markdown.
→ A 10-week curriculum across five role tracks:
- Manager, Writer, Operator, Knowledge Worker, Generalist.
- Exercises use your real work from this week, not toy examples.
Honest note on scope: this won't make anyone an ML engineer, and it skips model talk almost entirely (on purpose).
It's for Monday-morning problems.
There's no account and nothing leaves your browser; the interactive pieces run locally.
Every idea is attributed: 188 books in the catalog, chase any source yourself.
Spot a great free resource that passes the "what will I actually do with this on Monday?" test?
PRs are open.
I'd love feedback from this community, especially on the Stop Condition Builder. And drop your role + the most repetitive task you'd hand to AI; I'd love to improve this more in the future.
P.S. Everything was built in the open: github.com/thewyattbrocato/ai-leverage-field-guide