You diligently monitor NVIDIA SMI, that ubiquitous command-line tool, feeling like you have a handle on utilization. But what does that output really tell you? The uncomfortable truth is: likely far less than you think. 

DeepSeek's recent breakthroughs in efficient Large Language Model (LLM) training are a watershed moment for the AI industry. Without smart orchestration, organizations can’t fully capitalize on the cost savings and performance gains that DeepSeek’s innovations promise.