A skill below incumbent eval does not ship

a proposed skill scoring below the incumbent on its eval does NOT ship. One skill detected from repetition, benchmarked, and promoted or rejected on evidence.

Text-first. PKT-RS-LEARN-0005 is a written packet; this page does not claim a video exists.

Key moments

  1. A skill below incumbent eval does not ship
  2. Detect from repetition
  3. Promote or reject on evidence

Transcript

a proposed skill scoring below the incumbent on its eval does NOT ship

Published 2026-07-29