high performance AI inference, agent and assistant appliancesWhat do you do?
Develop high performance Cognition Appliances software (AI inference, agent and assistant software stack) and Cognition Appliances (hardware) for Enterprises to run AI services fast and easy.
For example, our Channeled Attention algorithm shows significantly performance improvement in various LLM inference models.
With high speed Ethernet, a cluster of Cognition Appliances can deliver extreme high throughput and low latency. The entry level Cognition Appliances support commodity GPU devices to save cost and high end systems use high end GPU devices for ultra low latency. For more information, info@cognitionappliances.com.
AI Service Software Architecture
Cognition Appliances software utilizes layered architecture to address various challenges for high performance and high quality AI Services. For example, 1. the GPU Device Kernels primarily addresses the device utilization efficiency, 2. AI Model Computing layer keeps the devices are busy and 3. AI Service Management uses AI to manage all AI services over the AI clusters so that the systems have maximized output with minimized response time.