Library / Facts / fact.skills.task-to-skill-to-routine-ladder

The reliable promotion path is one-time task, then corrected task, then saved skill, then tested routine, with a successful run required before each promotion.

Kindcapability

NotesThe most widely independently reproduced technique in the corpus: Copes, AI Builder Club (multiple authors Aug 18-29), Kumar Gauraw's adoption ladder, DataCamp, BotSkillsStack and Learn Cursor all describe it. Copes's gate: The workflow succeeds once before becoming a skill. The skill succeeds again before becoming a routine.

The most reliable Grok Bot workflow is: one-time task -> corrected task -> saved skill -> tested routine.

third partyskillshigh confidence2026-09-03flaviocopes.com/grok-bot/ ↗fact.skills.task-to-skill-to-routine-ladder

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