Perplexity has brought Portable Computer, the local edition of its Computer agent, to Windows after Linux and macOS — but only for NVIDIA RTX cards with at least 24 GB of VRAM. Simple tasks run on-device, the model hands off to the cloud when it needs more reasoning, and sensitive files can stay on the machine.
On September 9, 2026, NVIDIA released the 615.71.09 Linux driver, enabling Reflex for native Vulkan games via Proton and adding cgroups-based memory partitioning to the open kernel module. Linux gamers and teams virtualizing GPUs gain two capabilities they had been missing compared to Windows.
NVIDIA announced on 3 September 2026 the acquisition of Hugging Face for $12.93 billion, promising to keep the platform open and multi-cloud. If you build on open-weight models, it is Jensen Huang’s written commitments — not the announcement — that you should watch over time.
On 26 August 2026, AWS and NVIDIA announced two million additional GPUs to be deployed by 2028, NVIDIA Vera CPUs, NVHBM memory, and 100,000-GPU federal AI factories. This is no longer a silicon supply deal: AWS is now co-engineering interconnect and memory with NVIDIA. Here is what it changes for a cloud engineer.
University of Toronto researchers published GPUThor, a Rowhammer attack that bypasses the ECC on NVIDIA Ampere GPUs to trigger denial of service or a root-level privilege escalation. Anyone sharing GPUs or running untrusted CUDA has to redraw their trust boundary.
On August 11, 2026, NVIDIA released Nemotron 3.5 Lightning, an open 31.6B-parameter MoE model (3.6B active) that matches a 120B model’s Intelligence Index while serving nearly 670 tokens per second. For high-volume agentic workloads, it is a concrete cost lever.
On August 10, 2026, Nvidia structured a $500 billion financing program with the largest U.S. investment banks to fund cloud provider AI infrastructure. GPUs are no longer bought — they are leased through financial vehicles. Here is how Nvidia became the central bank of AI.
On August 4, 2026, NVIDIA became a premier sponsor of the Linux Vendor Firmware Service. The move validates Fwupd as the definitive firmware update standard on Linux and marks the final step in NVIDIA's strategic pivot toward open source.
In April 2026, Vultr announced that its Nvidia GPU infrastructure costs 50 to 90% less than equivalent offerings from AWS, Google Cloud, and Azure. Startups and SMBs priced out of hyperscaler margins now have a credible alternative — built around AI agents and transparent per-GPU pricing.
Released on 22 April 2026, Kubernetes 1.36 graduates Dynamic Resource Allocation to general availability. GPUs are no longer an opaque integer count — they become attribute-aware, partitionable resources the scheduler can reason about natively.
