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screenpipe-durable-learning

Turn verified corrections and repeated workflows into reusable local methods. Check existing skills first, then capture when to use a method, its steps, how to validate results, and when to stop.

OriginalShow the original description

Turn a verified correction or repeated workflow into a reusable local learning.

See how to install

Good for

  • Preserving a verified correction for future tasks
  • Documenting a recurring workflow
  • Checking for overlap with existing skills
  • Reviewing whether a saved method helped on its next use

Files included (1)

  • SKILL.md870 B

SKILL.md (original)

Review the instructions the agent will receive before you install.

durable learning

Verify the original request, correction, and result. Treat assistant success claims as claims until checked. Search existing skills before proposing a new one. Save a concise reusable method, not a transcript, private identity, credential, or temporary task state. Include when to use it, steps, validation, and a stop condition. Use skill_manage when available. Read first, preserve user/imported skills, and use the current hash for an agent-owned patch. Creating a skill requires the user’s explicit request or an enabled task whose stated scope authorizes it. No new permissions, outbound actions, or recursive agents. A no-change result is valid. Assess the next relevant use before claiming improvement.

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