The Hidden Cost of Context: How DDN Eliminates the GPU Waste Spiral for AI Reasoning with KV Cache
DDN, Friday, July 18th, 2025
Why every millisecond of latency is a greater business risk than you think and how DDN + KV Cache delivers the fastest Time to First Token in the industry
The AI landscape has fundamentally shifted. What started as simple chatbots has evolved into sophisticated reasoning systems that process massive contexts - the set of tokens (text, code, or data) the model 'remembers' and uses to generate accurate, relevant output - and deliver human-like insights. Context is what the model knows in the moment. It's the 'working memory' that determines how well it understands, reasons, and responds - making it a foundational concept in designing performant AI applications.