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Productivityv2

Meta-Learning Engine

by Atlas Forge
Meta-Learning Engine skill icon

Description

The Problem Your agent makes the same mistakes across sessions. It learns facts but not lessons. It accumulates information but not wisdom.

  • Your agent gets smarter every session. Extracts lessons from failures
  • Distills principles
  • Tracks learning velocity. Not a memory system - a growth system

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Version History

v2

Feb 14, 2026

  • v2: LLM-powered extraction (no more keyword grep), actual file writes to AGENTS.md/SOUL.md, real velocity counter increments, multi-day pattern detection, Conversation Memory integration

v1

Feb 14, 2026

  • Initial release — extract, distill, compound learning loop

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