全球首次，「AI记忆」开源落地，MIRIX同步上线APP

Core Insights - MIRIX is the world's first truly multimodal, multi-agent AI memory system, developed by researchers from the University of California, San Diego, and New York University [1][2] - The introduction of MIRIX marks a significant evolution in AI, transitioning from "dialogue" to "memory" as a necessary path for AI advancement [1] Performance Metrics - MIRIX outperforms traditional RAG methods by 35% in accuracy while reducing storage overhead by 99.9% [4][26] - In the LOCOMO long dialogue task, MIRIX achieved an accuracy of 85.4%, setting a new performance benchmark [4][28] - Compared to long context methods, MIRIX shows a 410% performance increase and a 93.3% reduction in storage requirements [26] Application and Usability - A desktop application for MIRIX has been launched, allowing users to build their own AI personal assistant [4][31] - The application records users' digital life moments and creates a personalized digital memory [8][31] - Users can interact with the intelligent agent to retrieve past activities and information [11][31] Memory Structure - MIRIX introduces a novel memory architecture divided into six modules: Core Memory, Episodic Memory, Semantic Memory, Procedural Memory, Resource Memory, and Knowledge Vault [14][16][17] - This structure allows for a more nuanced approach to memory management compared to traditional long-term and short-term memory classifications [14] Multi-Agent Workflow - MIRIX employs a multi-agent system to manage its complex memory architecture, featuring a Meta Memory Manager and six sub Memory Managers [18] - The workflow includes processes for memory updates and retrieval, ensuring efficient information management [22][23] Dataset and Training - The development of MIRIX utilized a dataset comprising over 45,000 high-resolution screenshots, creating a challenging benchmark for multimodal understanding [24] - The dataset includes sequences with nearly 20,000 screenshots, emphasizing the model's long-term memory capabilities [28] Conclusion - MIRIX signifies a new development phase for large models, transitioning from "instant dialogue generation" to "long-term memory-driven intelligence" [31] - The application emphasizes user privacy by storing all memory locally in SQLite [31]