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@dandersod.recursiveprocess.com

One small hack that might be useful. If you have access to magicschool (or some other student facing AI tool) and want to give them (fully optional) review bots for them to get review for tests etc, and you have claude pro (for educators it's free this year!).

30/9/26, 12:50 pm0 reposts1 like

Dan Anderson

@dandersod.recursiveprocess.com

Then you can have claude create the detailed tool info and descriptors. But to harden this and improve the tool you can have claude "act as a student" and live test the magicschool bot with questions and requests. Claude will test the bot and will improve it's tool info based on those tests.

Dan Anderson

@dandersod.recursiveprocess.com

Iterative design! It def. helped and I think the review bot both makes less errors and is more helpful after claude "hardened" it a bit. Am I tempting fate? Will these AI tools conspire against me? Maybe!