AI infrastructure firm EverMind has unveiled EverMemOS, an open-source memory operating system designed to solve a core AI challenge: scalable, long-term memory. This breakthrough aims to empower artificial intelligence to retain knowledge, recall information, and operate with true consistency over time.
How EverMemOS Tackles AI’s Long-Term Memory Problem
Artificial intelligence systems have long faced a critical hurdle—the memory bottleneck. Traditional large language models often struggle with context limitations, leading to forgetfulness and broken conversations in long-term tasks. While existing tools like Retrieval-Augmented Generation (RAG) offer partial solutions, they typically lack the precision, speed, and adaptability required for complex, real-world applications. EverMemOS introduces a robust, scalable approach to overcoming these constraints, enabling AI to sustain knowledge, personalize experiences, and maintain coherence across interactions.
The Vision of Discoverative Intelligence and AGI Progress
The launch aligns with the new concept of Discoverative Intelligence—a model proposed by entrepreneur Chen Tianqiao in 2025. Unlike generative AI, this approach centers on systems capable of hypothesizing, reasoning, and uncovering new scientific principles. The foundation of Discoverative Intelligence is rooted in five abilities:
- Neural dynamics
- Long-term memory
- Causal reasoning
- World modeling
- Metacognition & intrinsic motivation
Among these, long-term memory stands out as essential for advancing toward Artificial General Intelligence (AGI).
EverMemOS Features, Technical Achievements, and Availability
EverMemOS brings a multi-layered architecture inspired by the human brain. Its four layers—Agentic, Memory, Index, and API/MCP Interface—mirror cognitive processes such as planning, storage, retrieval, and external integration. On key benchmarks, EverMemOS achieved 92.3% accuracy on LoCoMo and 82% on LongMemEval-S, outpacing previous solutions. Uniquely, this system supports both individual conversational AI and multi-agent enterprise collaboration. The open-source release is now available on GitHub, with a managed cloud version set for later in the year.
EverMemOS represents a pivotal step in AI evolution, offering developers, enterprises, and researchers a powerful toolkit for building smarter, more consistent systems. As long-term memory emerges as a new arena for competitive advantage, EverMind’s innovation could help redefine the future capabilities of artificial intelligence.
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