Rising GPU prices, counterfeit and stolen RTX cards, and large energy-infrastructure investments show that physical supply, VRAM demand, and power delivery are becoming major AI infrastructure constraints. New hardware challengers are also seeking capital to compete with Nvidia and AMD.
A Reddit post reports the disappearance of two pallets of ZOTAC RTX 5090 cards, worth $470,000, from a Brazilian airport. The episode shows how the physical GPU supply chain has become a critical link for self-hosted inference planners: VRAM and memo...
Bolt Graphics is seeking $100 million to develop Zeus, a GPU aimed at competing with Nvidia and AMD beyond AI workloads. The source includes no technical specifications, but the move signals an attempt to build a third hardware pole. Success will dep...
The RTX 5060 Ti 16 GB reaches $1,292 in Japan with increases up to 144%; the RTX 5080 passes $2,400. More than a gaming issue, it signals VRAM demand contested by local LLM inference. Final prices challenge the TCO of self-hosted nodes and push a rev...
Siemens invests in Skeleton, pushing its valuation above $1 billion. The goal: US manufacturing expansion and R&D in Silicon Valley for power systems that remove harmonics and rapid fluctuations in AI GPU clusters, delivering up to 40% energy savings...
A Reddit rumor points to an RTX 5080 with 24 GB in Q1 2027, but board partners still lack details. For local LLM inference, VRAM is the key constraint. The information vacuum slows integrators and self-hosted system builders, while cloud vendors rema...
A buyer paid $350 for a broken RTX 4090, only for a technician to find a fake GPU die and swapped memory. The scam, documented by a Russian repair specialist, uses sophisticated dummy PCBs. For anyone building on-premise LLM infrastructure, the episo...
