Skip to content
Vibe Bro’sENCYCLOPEDIA

LEARN THE LINGO

Contrastive examples

Similar task inputs paired with different correct outputs to reveal where a decision should change.

The plain-English version

Similar task inputs paired with different correct outputs to reveal where a decision should change.

Why it matters

They make an ambiguous boundary concrete.

Let’s make it click

“Remind me tomorrow” contains a requested task; “The reminder feature launched yesterday” describes a fact and should produce no new task.

Vibe Bro’s heads-up

Use correct outputs for both cases. Showing an incorrect answer without clearly explaining its role can teach an unintended pattern.

You might also hear

  • decision boundary examples
  • near misses
  • negative examples

The docs behind it

Editorial review · October 28, 2026

Supported: Provider guidance supports relevant, varied examples. The labeled boundary pair is original instructional material; no universal example count or guaranteed accuracy gain is asserted.

Read the content review record.

Keep the momentum going