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EverMemOS intelligence trail | MindPattern

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EverMemOS

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

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.

Graph relationships

BENCHMARKED AGAINST
LongMemEval
EverMemOS outperforms all prior work on LongMemEval benchmark.
Source finding
BENCHMARKED AGAINST
LoCoMo
EverMemOS outperforms all prior work on LoCoMo benchmark for long-horizon agents.
Source finding

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