EMIR squared: Evolution-Aware Memory with Intent-Guided Multi-Round Retrieval

arXiv:2609.32584 · cs.AI · Submitted 2026-09-26 · Read on arXiv

cs.AI

Submitted: 2026-09-26

Updated: 2026-09-26

Code: https://github.com/langchain-ai/langmem

Terminology

• Accuracy — 9× in this paper · explained in 1 episode
• Ablation — 8× in this paper · explained in 1 episode
• Benchmark — 7× in this paper · explained in 2 episodes
• State-Evolving Memory Graph — 5× in this paper
• Ablation study — 4× in this paper · explained in 1 episode
• Answer Accuracy — 4× in this paper
• LLM judge — 3× in this paper · explained in 2 episodes
• Agent Interactions — 2× in this paper · explained in 1 episode
• Agent Memory — 2× in this paper · explained in 1 episode
• Aggregation — 2× in this paper · explained in 1 episode
• Provenance — 2× in this paper · explained in 4 episodes
• RAG — 2× in this paper · explained in 3 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Actor — 1× in this paper · explained in 3 episodes
• Benchmarking — 1× in this paper · explained in 4 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Memory Augmentation — 1× in this paper · explained in 2 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• Memory OS of AI Agent
• MemOS: A Memory OS for AI System
• MemConflict: Evaluating Long-Term Memory Systems Under Memory Conflicts

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