AI Project Room: Organize Files Before Asking AI to Write

Now I have the full transcript. Building the deliverable.

What's really happening when prestigious law firms file motions full of AI hallucinations?

The common story is that better prompts prevent hallucinations — but the reality is more complicated.

In this video, I share the inside scoop on the project room workflow that makes hallucinations structurally unlikely:

• Why your first AI prompt should never be "do the thing"

• How agents now walk folder trees and compare files cleanly

• What artifacts make an agent's judgment visible and inspectable

• Where most serious knowledge work breaks down before the draft

Operators doing high-stakes knowledge work with AI agents need to shape the canvas before the writing starts, or they ship the same soft spots that landed Sullivan and Cromwell in front of a federal judge.

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