quantization

Close-up of high-performance NVIDIA graphics cards showing the VRAM hardware needed to run 70B parameter LLM models locally

Best Hardware for Large AI Models

Learn the hardware and VRAM requirements for running large AI models locally, including quantization formats, throughput, and system build guidance.

August 22, 2026 11 min read
Colorful data charts and graphs on a desk representing comparison of four quantization formats GGUF, AWQ, GPTQ, and FP8 for local LLM inference deployment

Quantization Formats for Local AI Inference

Discover the latest quantization formats for local AI inference in 2026, including hardware support, quality tradeoffs, and practical deployment strategies.

July 22, 2026 10 min read
Software developer working at a modern workstation, representing engineering teams using local AI models for code review, log triage, ticket drafting, and internal copilots.

Local Inference Practice with gguf

Explore practical local inference strategies in 2026, including gguf, q-levels, awq, gptq, fp8, and best practices for hardware and engine choices.

July 3, 2026 25 min read