Transwarp Launches GPU-Native Cognitive Database
智东西 · wechat · 2026-07-19
Transwarp Technology launched a GPU-native cognitive database that integrates SQL analytics, knowledge retrieval, and memory systems. This aims to solve the compute and bandwidth bottlenecks traditional CPU architectures face under high-frequency concurrent calls from Agents. **Core Technological Breakthroughs:** - **Extreme Performance**: SQL analytics performance reaches 70x that of open-source CPU databases, while document parsing and vector retrieval speeds improved by tens to hundreds of times. - **VRAM Optimization**: Achieves a 20x index capacity expansion via data offloading, supporting hot-switching across full VRAM to SSD modes. - **Persistent Memory**: Achieves over 79% accuracy on long-context and long-conversation memory benchmarks, enabling continuous cross-session execution for Agents. Additionally, the platform introduced DataFactory and TokenFactory cloud services to accelerate the deployment of enterprise-grade AI-native applications, significantly lowering the costs of data analysis and inference.
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