The book’s vocabulary

Memory compression

Shortening saves space and loses the date, the attribution, and the uncertainty.

From The World That Agrees With You3 sections of the book1 related post

Shortening a conversation or a saved note to fit a limit. Compaction changes what the model receives next; it is not deletion, and it is not verification — a summary repeating a mistaken conclusion gives it another route into future requests.

Replacing “On October 3, the user suspected the contractor would miss Friday’s deadline; no updated schedule had been inspected” with “The contractor misses deadlines” saves space by losing the date, the attribution, and the uncertainty. More convenient, and less trustworthy.

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

  • Memory stores
  • Context window
  • Feedback loop