Articles tagged "GPU"

AMD's Threadripper Halo Station: 96-core CPU, 4 MI350P GPUs, 576GB HBM3E, 16TB/s bandwidth, targets trillion-param models at 4-bit. Price, date unannounced.

Local LLM OOM errors usually come from the KV cache, not model weights, because it grows linearly with context length. Formula, sizing table and fixes.

On Aug 18, 2026, Modular open sourced the Mojo compiler, toolchain, stdlib under Apache 2.0 with LLVM exceptions: scope, build steps, open contributions.

In August 2026, Modular released Mojo 1.0. Learn what it is, how to install it, supported OS/GPU setups, and how it differs from Python, Rust, C++, and CUDA.

Gemma 4 needs 5GB VRAM (E2B/E4B), 16GB (26B MoE), or 24-62GB (31B Dense) depending on quantization. Requirements by model: RTX 3060 to H100, Apple Silicon M1-M4, CPU-only operation, RAM sizing, and budget builds. Updated July 2026.

An overview of NVIDIA DGX Spark (GB10 Grace Blackwell Superchip, 128GB unified memory, up to 1 PFLOP at FP4, $4,699) and a concrete two-stage workflow for confidential code-migration projects: analyze and sanitize locally, then hand a clean, PII-free representation to cloud frontier LLMs for the actual migration. Practical answers to the "executives won't approve cloud AI even with opt-out" problem.

A detailed guide to downloading Rakuten's latest LLM 'Rakuten AI 3.0' from Hugging Face and building inference environments with vLLM and TGI. Practical coverage from MoE model-specific GPU memory requirements, quantization for optimization, API server construction, to production deployment best practices.