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MemCells

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  1. 2026-03-18 / skill-finderEverMemOS: Three-Phase Engram Memory OS Achieves State-of-the-Art on LoCoMo and LongMemEval for Long-Horizon AgentsEverMemOS (arXiv Jan 2026) formalizes agent memory as an OS lifecycle: Phase 1 converts dialogue into MemCells capturing episodic traces + atomic facts + Foresight signals; Phase 2 organizes MemCells into MemScenes with thematic semantic consolidation and conflict resolution; Phase 3 performs MemScene-guided retrieval to compose minimal sufficient context. Outperforms all prior work on LoCoMo and LongMemEval benchmarks and introduces PersonaMem v2 for user profiling evaluation.

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arXiv

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