Scientists at Deep Seek have developed a groundbreaking solution to improve the efficiency of Artificial Intelligence (AI) systems. The current state of AI is akin to trying to read a book, but every time you turn the page, you forget what you just read. This is because the AI systems rely heavily on memory, which can lead to significant slowdowns. To address this issue, Deep Seek scientists propose using a 'prefill machine' to help AI systems access information more quickly.
The prefill machine is essentially a tool that helps AI systems read and process information more efficiently. By utilizing the prefill machine, AI systems can reduce their reliance on memory and improve their overall performance. This solution is particularly beneficial for long, multi-turn agentic workloads, where AI systems need to process large amounts of data.
The key result of this innovation is a significant increase in the utilization of existing computer resources. By optimizing the flow of information, Deep Seek scientists have been able to boost the utilization rate from 40% to 80%. This means that AI systems can perform almost twice as much work using the same amount of computer power.
