Why AI Value Stalls Before the Last Mile

Editorial illustration of an AI workflow pipeline stalling before mission-critical workflows, showing a broken final connection

Enterprises are spending heavily on AI and seeing genuine capability gains — yet returns keep disappointing. The technology is arriving at the door but stopping short of the processes that actually move the needle. Understanding why that last mile is so hard to cross changes everything about how AI gets deployed. Read more

Linear Math Solves Costly AI Model Handoffs

Technical team reviewing a multi-LLM model handoff architecture diagram on a dark wall-mounted display during a working meeting

Every time an agentic system routes a task from one model to another, the receiving model pays a steep recompute penalty. Nvidia researchers found that simple linear math — not deep learning — can transfer conversational memory between models up to 25 times faster, with accuracy losses small enough to matter in production. Read more