The book’s vocabulary

Evidence workspace

Evidence, analysis, output, prompts: folders that keep the stages apart.

From The World That Agrees With You1 section of the book1 related post

A folder arrangement that keeps the stages of the work apart: evidence/ for original records, analysis/ for investigations and calculations, output/ for drafts, prompts/ for the instructions used at each step — plus project-instructions.md and desired-outcome.md.

A chat containing your recollection of the evidence is a different starting point than the records themselves. The arrangement gives you smaller results to inspect, and a reviewer a sequence to follow without relying on the assistant’s memory of what it did.

Definition from The World That Agrees With You: Understanding and Managing Sycophancy in the Age of AI, by Timothy O’Brien. © 2026 Timothy O’Brien. All rights reserved.

In the book

See also