Contribute, This Is a Lab, Not a Lecture

This library is a starting point, not the last word. The best material will come from the room, the prompts you've refined, the workflow you built, the mistake you caught. Here's how to add to it.

The fastest way to make this better: bring one thing that worked for you to the next session, or send it in. One good real-world prompt or example helps more than a perfect theory.

Ways to contribute

• Share a prompt or skill that works. A prompt you use weekly, a Claude Project setup, a small automation. We'll add the good ones to the library (anonymized, with credit if you want it).

• Submit a worked example. A fully anonymized before/after, an email, a research memo, a cleaned dataset. Show-don't-tell is the most valuable thing you can give a peer.

• Request a topic. Want a module on bookkeeping automation, advisory/FP&A, audit, or your niche? Add it to the list, demand drives what we build next (see the Roadmap).

• Flag an error. Found something wrong, outdated, or unclear, especially in the regulatory material? Tell us. Accuracy is the whole game, and a correction from a sharp practitioner is a gift.

• Co-host or lead a topic. Several of you offered. If you know something well, teach it, a Lab session, a write-up, a demo.

How to send it

[Set your channel here, e.g., bring it to an Open Lab / Beginner Lab call, post in the group, or email <your address>.] Keep client data out of anything you submit, anonymize first (the Redactor tool makes that easy).

What makes a great submission

• Real, something you actually use, not a hypothetical.
• Anonymized, no client names, SSNs, EINs, or identifiable detail.
• Short context, one line on what it's for and when to use it.

Part of the AI Lab for Accountants library. The Lab gets better every time one member shares what they figured out.