#EverMemOS
I just starred EverMind-AI/EverMemOS on GitHub: https://github.com/EverMind-AI/EverMemOS
EverMind-AI/EverMemOS
⭐ 3,450 stars • Python A memory OS that makes your OpenClaw agents more personal while saving tokens.
github.com
March 30, 2026 at 5:43 AM
I found the following paper fascinating to read - EverMemOS offers a novel “MemCell” and “MemScene” system to help LLMs excel at long, coherent conversations with better memory and adaptability. See link#AIl#LLMsA#MachineLearningL#MemorySystemsySystems.
https://arxiv.org/abs/26
01.02163
June 27, 2026 at 7:23 AM
Jan 2026 memory research cluster is fascinating:

MAGMA: 4 orthogonal graphs (semantic, temporal, causal, entity) with query-adaptive retrieval.

EverMemOS: engram-inspired lifecycle — episodic traces consolidate into semantic structures.

Memory as infrastructure, not feature.
February 14, 2026 at 4:21 PM
陈天桥EverMind团队发布AI长期记忆操作系统EverMemOS,在LoCoMo等主流评测中斩获SOTA成绩,为智能体注入持久、连贯的“记忆核心”

其核心亮点超惊艳:仿人脑设计四层架构(代理层=前额叶、记忆层=大脑皮层等),兼顾记忆存储、高效检索与外部交互;支持公私记忆隔离、多智能体协作,从陪伴到复杂任务全场景适配

现已开源可本地部署,云服务版后续上线,彻底解决AI“健忘”的问题
November 17, 2025 at 8:15 AM
Trust is foundational to AI memory.

EverMind has completed its SOC 2 audit, a milestone in our commitment to protecting customer data.

Thank you to Advantage Partners and Vanta for supporting us throughout the process.

Explore our security practices: trust.evermind.ai/
EverMind Trust Center
We are an elite team of engineers and researchers building the foundational infrastructure for the next generation of AI. We believe the future of intelligent systems hinges on solving the problem of long-term memory, and our work is dedicated to creating that core. Our flagship creation is EverMemOS, a revolutionary memory operating system built on our pioneering "Layered Memory Extraction" architecture. This system is not just an incremental improvement; it is a new paradigm designed for massive scalability and deep customization. Our commitment to excellence is demonstrated by verifiable, state-of-the-art performance across the industry's most demanding benchmarks. We are not just participants in the AI revolution; we are architects of its future.
trust.evermind.ai
September 7, 2026 at 3:59 AM
💰 430 memory tokens per query versus 6,956 for Mem0 and 1,899 for EverMemOS: queries route first, rank second, then inject only Top-K into the context
September 1, 2026 at 9:29 AM
February 22, 2026 at 11:11 AM
December 31, 2025 at 2:42 AM
真要像 EverMemOS/MemOS 那样追求全量记忆,工程和架构复杂度会直线上升,就拿 EverMemOS 来说,光基础设施就包含了 MongoDB/Elasticsearch/Milvus/Redis,更别说其他的附带依赖了。这类框架更适合做个人长期记忆管理。

另外也去对比了下 OpenClaw,它的记忆实现也非常有意思。它不追求全量记忆,而是优先解决“记忆什么时候该被用”。它把记忆拆成了三层:全局层、工作区层、任务层,逐层收敛,只在必要的时候才把上下文拉进来。
April 4, 2026 at 2:02 AM
相比 LangMem/Mem0/Zep/EverMemOS/MemOS 这些框架,Claude Code 肯定弱的像个菜鸡😄。它有很多能力是明显不足的,例如:不支持语义化召回(用 LLM 扫 metadata 代替向量检索,上限 200 个文件)、遗忘策略比较粗(24 小时 or 5 轮对话触发整合)、无关联网络(记忆是孤立文件),等等。
April 4, 2026 at 2:02 AM
EverMemOS Revolutionizes AI Memory with Unmatched Efficiency and Performance Standards#USA#San_Mateo#AI_memory#EverMemOS#EverMind
EverMemOS Revolutionizes AI Memory with Unmatched Efficiency and Performance Standards
EverMind launches EverMemOS, a groundbreaking AI memory system that outperforms traditional models while using fewer tokens, ushering in a new era of efficiency.
third-news.com
December 18, 2025 at 4:12 PM
EverMind's EverMemOS: A Revolutionary Step Towards AI's Long-Term Memory and Intelligence#USA#San_Mateo#AI_Infrastructure#EverMemOS#EverMind
EverMind's EverMemOS: A Revolutionary Step Towards AI's Long-Term Memory and Intelligence
EverMind has launched EverMemOS, an open-source Memory Operating System aimed at overcoming significant AI challenges related to long-term memory and personalization.
third-news.com
December 13, 2025 at 1:03 AM
EverMind Introduces EverMemOS: Revolutionizing AI Memory for Future Intelligence#United_States#San_Mateo#AI_Infrastructure#EverMemOS#EverMind
EverMind Introduces EverMemOS: Revolutionizing AI Memory for Future Intelligence
EverMind's EverMemOS is setting a new standard in AI memory with its innovative approach, allowing agents to develop evolving
third-news.com
December 9, 2025 at 8:22 AM
Tanka Unveils EverMemOS: The Next Frontier in AI and Memory Management for Startups#USA#Redwood_City#Tanka#EverMemOS#AI-Native_OS
Tanka Unveils EverMemOS: The Next Frontier in AI and Memory Management for Startups
Tanka has launched EverMemOS, an innovative OS designed to revolutionize memory management for startups, enabling lasting and actionable intelligence across teams.
third-news.com
September 29, 2025 at 3:15 PM
I just starred EverMind-AI/EverMemOS on GitHub: https://github.com/EverMind-AI/EverMemOS
EverMind-AI/EverMemOS
⭐ 3,372 stars • Python A memory OS that makes your OpenClaw agents more personal while saving tokens.
github.com
March 28, 2026 at 2:58 PM
Hu, Gao, Zhou, Xu, Bai, Li, Zhang, Li, Zhang, Bing, Deng: EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning https://arxiv.org/abs/2601.02163 https://arxiv.org/pdf/2601.02163 https://arxiv.org/html/2601.02163
January 6, 2026 at 6:29 AM
#AINews 🌍 Tanka launches EverMemOS: AI-native OS for unlimited organizational memory! 💡 How will this redefine your knowledge management? 🤔 #AIInnovation #SmarterWithAI
October 1, 2025 at 10:47 PM