Task → do → verify
Build-along · ~10 min at your own keyboard
The single biggest difference between lawyers who get magic from AI and lawyers who get slop: the loop. Give it a task, let it do the task, give it a way to verify its own result. For a status-letter drafter, verification means checking the draft against the de-identified docket summary AND against a rule list (no date the order didn't carry, no prediction, every authority VERIFY, nothing identifiable) before you ever see it. And one good run proves less than it seems. The model is non-deterministic: the same prompt on the same files can come back different next time. So the check has to run every time, not once when you first set it up.
Where these ideas come from: Non-determinism (AI Hero dictionary). Paraphrased here.
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Paste your definition of done, the verification output, and proof the broken case got caught.