Hosts: Lenar Kess, Damra Vol. DeepSeek previewed a V4 model family with one-million-token context claims on the same morning that corporate AI spending discipline, coding-agent evaluation papers, and robotics ownership news pointed at a shared practical constraint: intelligence is getting measured by the loop around it.DeepSeek-V4 preview paper claims one million tokens for both Pro and Flash, with lower long-context inference FLOPs and key-value cache use than DeepSeek-V3.2; the open question is how much retrieval and agent memory this displaces in practice.Financial Times on companies reining in AI usage supplies the budget counterweight: once finance teams meter model usage, pilots become governed systems.The grite paper, StaminaBench, Predictive Validity for LLM agents, and AutoPass turn agent evaluation away from single-task demos and toward coordination, stamina, out-of-sample rank stability, and runtime evidence.Startup Fortune on Hyundai and Boston Dynamics reports Hyundai buying SoftBank's remaining 9.65 percent stake for $325 million, which makes the robotics question less about demos than factory ownership, reliability, and patient deployment.ENPIRE and Human Universal Grasping give the technical robotics companion: real-world policy self-improvement, reusable reset and verification loops, and human grasp data at million-frame scale.
