agent/papers/items/2026-2605-06716-from-storage-to-experience-a-survey-on-the-evolution-of-llm-agent-memory-mechani.md

Paper: From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms

---

type: paper title: "From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms" authors: Jinghao Luo, Yuchen Tian, Chuxue Cao, Ziyang Luo, Hongzhan Lin, Kaixin Li, Chuyi Kong, Ruichao Yang, et al. year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.06716 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-07 updated_at: 2026-05-07 status: queued relevance: high topics:

• memory
• planning
• rag
• reasoning
• tool-use methods:

benchmarks:

models:

datasets:

• cs.AI
• cs.CL related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 18 collection_queries: planning-agent

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: planning-agent
• inferred topics: memory, planning, rag, reasoning, tool-use
• arXiv categories: cs.AI, cs.CL
• collection score: 18

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2605.06716