NVIDIA fixed 114 CVEs across GPU display drivers and vGPU. GeForce users need 616.56 (R615), 610.88 (R610), or 582.78 (R580). Here is how to verify versions.
Claiming the $100 cloud credit from the AMD AI Developer Program involves a two-stage signup, a confusing DigitalOcean email loop, and non-obvious Credit balances. Here is the exact path through the UI.
NVIDIA announced official CUDA Rust toolchains: cuda-oxide for direct PTX codegen from MIR, and cutile-rs for memory-safe tile operations on Stable Rust.
NVIDIA fixed a CVSS 9.0 container escape (CVE-2024-0132) in Container Toolkit 1.16.2. How TOCTOU symlinks expose the host root filesystem, and how CDI eliminates it.
Based on EE Times' interview with AMD AI Software VP Anush Elangovan, we assess the ROCm vs CUDA ecosystem gap. Includes hands-on experience with ROCm breaking four times on Strix Halo, plus practical guidance on choosing between NVIDIA, AMD, and Apple Silicon.
MegaTrain flips the GPU-centric paradigm by treating CPU memory as primary storage and the GPU as a transient compute device, enabling full-precision training of 100B+ LLMs on a single GPU with up to 12.2x throughput over DeepSpeed ZeRO-3.
Lemonade is AMD's open-source local AI server that manages multiple backends like llama.cpp and FastFlowLM across GPU/NPU/CPU, serving text, image, and audio generation through an OpenAI-compatible API.
After updating to AMD Software 26.3.1 on a GMKtec EVO-X2 (Ryzen AI Max+ 395), Vulkan backend fails to allocate device memory properly and falls back to CPU. Investigation and workaround by changing BIOS VRAM allocation from 48GB/16GB to 32GB/32GB.
Setup notes for running WAI-Illustrious SDXL v16 on ComfyUI with an 8GB RTX 4060 Laptop. 1024x1024 generates in ~15 seconds without --lowvram, and a LoRA still loads. CUDA 12.8 portable build and path gotchas included.
VectorWare has announced the first implementation of Rust's Future trait and async/await running on GPUs by adapting the Embassy executor to a GPU environment.
