Groq Raises $650M, Pivots to Neocloud After Nvidia Talent Deal

President Trump signed two executive orders on Monday focused on quantum technology development. The first order, which has circulated in draft form for months, directs federal agencies to increase research investment in quantum. The orders represent a significant policy push for quantum as a priority area, though details on implementation and funding remain limited in available reporting.

ASML, the Dutch company that dominates global chip lithography, has begun shipping a new $400 million machine capable of etching transistor features at eight nanometers, enabling chipmakers to continue shrinking components and increasing density. The machine uses extreme-ultraviolet light to pattern silicon wafers and represents the culmination of over a decade of engineering work. ASML controls roughly 90% of the global lithography tool market, making it essential infrastructure for the chip industry and a geopolitical flashpoint as governments seek to control advanced chip access.

NVIDIA technology powers 81% of the world's 500 fastest supercomputers, up from the previous list, with 90% of newly ranked systems built on NVIDIA platforms. The company's reach spans GPUs, networking, and increasingly CPUs, with NVIDIA Grace CPU adoption reaching 26 systems. NVIDIA systems deliver more than 2x the AI training and nearly 3x the AI inference throughput of all other platforms combined.

As AI inference workloads shift from discrete queries to persistent, multi-step agentic systems, the bottleneck has moved from GPU compute to context management. Context volumes are growing faster than GPU efficiency improvements due to expanding context windows, chained model calls in agentic systems, and enterprise requirements for persistent inference state across sessions. A new dedicated storage tier, optimized for key-value cache and retrieval data, is emerging between GPU memory and bulk storage to address this gap.