TeleAI-UAGI / telemem

What it does

• Significantly improved memory accuracy. Achieved 86.33% accuracy on the ZH-4O Chinese multi-character long-dialogue benchmark, 19% higher than Mem0.
• Doubled speed performance. Millisecond-level semantic retrieval enabled by efficient buffering and batch writing.
• Greatly reduced token cost. Optimized token usage delivers the same performance with significantly lower LLM overhead.
• Precise character memory preservation. Automatically builds independent memory profiles for each character, eliminating confusion.
• Automated Video Processing Pipeline. From raw video → frame extraction → caption generation → vector database, fully automated