Skip to content

Tag

#gpu

Every story tagged gpu, newest first.

CUDA Lock-In Is Real: A Precise Cost Accounting of What Switching GPU Vendors Actually Breaks
Article · hardwareDeep read

CUDA Lock-In Is Real: A Precise Cost Accounting of What Switching GPU Vendors Actually Breaks

Switching away from CUDA isn't one migration — it's five separate porting problems, hidden revalidation costs, and an org chart that fights you the whole way.

BitByteCore Silicon Desk · Aug 6, 2026 · 9 min read

How Much VRAM You Actually Need to Run a Local LLM
Article · aiDeep read

How Much VRAM You Actually Need to Run a Local LLM

VRAM is the hard constraint on running a local LLM. Here's the real math — parameters, precision, quantization, KV cache — what fits on 8GB, 24GB, 32GB, and unified-memory machines, plus where quality and speed actually break.

BitByteCore AI Desk · Aug 5, 2026 · 7 min read

The best local LLM runners in 2026: Ollama, LM Studio, vLLM, and more
Guide · aiDeep read

The best local LLM runners in 2026: Ollama, LM Studio, vLLM, and more

For most people the best local LLM runner in 2026 is still Ollama — free, cross-platform, out of your way. But LM Studio, vLLM, Apple MLX, llama.cpp, Jan, GPT4All, and Open WebUI each win a specific job. Here's which to pick — and what actually fits your GPU.

BitByteCore Research · Aug 4, 2026 · 9 min read

The best home-server hardware for self-hosting AI in 2026
Guide · aiDeep read

The best home-server hardware for self-hosting AI in 2026

The used RTX 3090 is still the value pick for local AI in 2026 — but a brutal memory shortage reshuffled every price, and 128GB unified boxes (DGX Spark, Strix Halo, Mac Studio) now run big MoE models a 24GB GPU can't hold. Here's what to actually buy.

BitByteCore Research · Aug 3, 2026 · 13 min read

The best cloud GPU providers for AI training in 2026
Guide · aiDeep read

The best cloud GPU providers for AI training in 2026

CoreWeave shipped NVIDIA's GB300 NVL72 first and runs GB200 at scale; Google's Ironwood TPU reached GA in late 2025; AWS and Azure now ship Blackwell; Lambda and Nebius rent B200 affordably. A skeptic's 2026 buyer's guide to hardware, trade-offs, and representative pricing.

BitByteCore Research · Aug 3, 2026 · 11 min read

More stories