SimpleMem: Efficient Lifelong Memory for LLM Agents (Jan 2026) скачать в хорошем качестве

SimpleMem: Efficient Lifelong Memory for LLM Agents (Jan 2026)

Title: SimpleMem: Efficient Lifelong Memory for LLM Agents (Jan 2026) Link: http://arxiv.org/abs/2601.02553v1 Date: January 2026 Summary: This paper introduces SimpleMem, a memory framework designed to support reliable long-term interaction for LLM agents by efficiently managing historical experiences under fixed context budgets. The architecture utilizes a three-stage pipeline: Semantic Structured Compression to filter noise and distill interactions into compact units; Recursive Memory Consolidation to asynchronously integrate related units into abstract representations; and Adaptive Query-Aware Retrieval to dynamically adjust retrieval scope based on query complexity. The approach significantly outperforms existing baselines in accuracy and token efficiency. Key Topics: LLM Agents Lifelong Memory Semantic Structured Compression Recursive Consolidation Adaptive Retrieval Context Optimization Chapters: 00:00 - Introduction and Key Metrics 01:38 - Current Memory Architecture Failures 03:38 - Semantic Structured Compression Strategy 05:08 - Resolving Context and Time 06:33 - Multi-Layered Memory Indexing 07:44 - Synthesizing Abstract Memories 08:57 - Dynamic Retrieval Complexity 10:38 - Benchmarks and Efficiency Stats 12:38 - Ablation Study Findings 14:16 - Information Density Paradigm Stock video credits: Pavel Danilyuk - https://www.pexels.com/@pavel-danilyuk Yaroslav Shuraev - https://www.pexels.com/@yaroslav-shuraev Colin Jones - https://www.pexels.com/@larchmedia cottonbro studio - https://www.pexels.com/@cottonbro Colors Motion Graphics - https://www.pexels.com/@colors-motion... Trippy Lagoon - https://www.pexels.com/@trippy-lagoon... StefWithAnF - https://www.pexels.com/@stefwithanf-1... tunnel motions - https://www.pexels.com/@tunnelmotions Darli Donizete - https://www.pexels.com/@darlidonizete Dan Cristian Pădureț - https://www.pexels.com/@paduret Kindel Media - https://www.pexels.com/@kindelmedia Pressmaster - https://www.pexels.com/@pressmaster Bedrijfsfilmspecialist.nl - https://www.pexels.com/@bedrijfsfilms... Mikhail Nilov - https://www.pexels.com/@mikhail-nilov Kelly - https://www.pexels.com/@kelly Engin Akyurt - https://www.pexels.com/@enginakyurt Pixabay - https://www.pexels.com/@pixabay Caleb Oquendo - https://www.pexels.com/@caleboquendo crazy motions - https://www.pexels.com/@crazy-motions... @svetjekolem - https://www.pexels.com/@svetjekolem fauxels - https://www.pexels.com/@fauxels Danil Shostak - https://www.pexels.com/@danil-shostak... Stas Knop - https://www.pexels.com/@stasknop Silviu Din - https://www.pexels.com/@silviu-din-16... Ron Lach - https://www.pexels.com/@ron-lach Pachon in Motion - https://www.pexels.com/@pachon-in-mot... Soumya - https://www.pexels.com/@soumya-1446957