Productivityv2
Meta-Learning Engine
by Atlas Forge
meta-learning-engine-2bbf2e59
live
Use Meta-Learning Engine to your agent gets smarter every session. Extracts lessons from...
Setting up your agent gets smarter every session. Extracts lessons from failures and validating the workflow now...
Done. Meta-Learning Engine is configured to your agent gets smarter every session. Extracts lessons from...
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
Questions & Answers
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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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