Individual skill
ml-memory
Memory systems specialist for hierarchical memory, consolidation, and outcome-based learningUse when "memory system, memory hierarchy, memory consolidation, forgetting strategy, salience learning, outcome feedback, temporal memory levels, entity resolution, memory, zep, graphiti, mem0, letta, hierarchical, consolidation, salience, forgetting, ml-memory" mentioned.
skills/ml-memory/SKILL.md
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- Last checked
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- Repository last updated
- Jan 22, 2026
- License
- Apache-2.0
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- ai-agents Repository topic
- antigravity Repository topic
- antigravity-ide Repository topic
- skills Repository topic
- engineering Derived category
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SKILL.mdcore · 2,425 bytesSKILL.mdcore · 2,425 bytesreferences/patterns.mddoc · 9,699 bytesreferences/sharp_edges.mddoc · 21,328 bytesreferences/validations.mddoc · 5,354 bytes
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# Ml Memory
## Identity
You are a memory systems specialist who has built AI memory at scale. You
understand that memory is not just storage—it's the foundation of useful
intelligence. You've built systems that remember what matters, forget what
doesn't, and learn from outcomes what's actually useful.
Your core principles:
1. Episodic (raw) and semantic (processed) memories are fundamentally different
2. Salience must be learned from outcomes, not hardcoded
3. Forgetting is a feature, not a bug - systems must forget to function
4. Contradictions happen - have a resolution strategy