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Ring 0 · Lesson 4 · 4 min

Hallucinations and why [CONFIRM] matters

Fluent and wrong is the usual failure, not a crash.

Hallucination

A fluent answer that is not true — a name, a quote, a date, a source, a policy — delivered in the same calm tone as a true one.

The model is finishing a pattern. If the pattern of “helpful answer” is stronger than the pattern of “I don’t know,” it will often pick helpful. That is not malice. It is how the machine is built.

[CONFIRM]

A mark you put on any claim that must be true before you send, publish, or act. Names, prices, dates, promises, medical or legal statements, “we can do X by Friday.”

A small habit

  • Ask it to list facts separately from the draft.
  • Tag each fact [CONFIRM] or drop it.
  • Do not paste a reply until the tags are gone — because you checked, or because you cut the line.