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Articles Tagged “Local LLM Hardware”

18 articles found

Cover illustration for Surface RTX Spark Dev Box: Is a $5,999 AI Box Worth It?
AI-Generated|Opinion
Mini Computers

Surface RTX Spark Dev Box: Is a $5,999 AI Box Worth It?

Microsoft opened Surface RTX Spark Dev Box pre-orders at $5,999: 128GB unified memory, up to 1 petaflop FP4, and support for 120B-plus parameter models.

Alex Circuit
Alex Circuit★Oct 8, 2026★4 min read
Cover illustration for Framework Desktop 192GB: Price, Specs and Ship Date
AI-Generated|Opinion
Mini Computers

Framework Desktop 192GB: Price, Specs and Ship Date

The Framework Desktop now offers 192GB of memory with the Ryzen AI Max+ PRO 495, from $6,799 DIY, shipping in November. Here are the specs to know.

Alex Circuit
Alex Circuit★Oct 5, 2026★3 min read
Cover illustration for How Much Memory Does a Local AI Mini PC Really Need?
AI-Generated|Opinion
Mini Computers

How Much Memory Does a Local AI Mini PC Really Need?

Memory size, memory bandwidth and TOPS all matter differently for local LLMs. Use this guide to pick 32GB, 64GB, 128GB or 192GB for your models and budget.

Alex Circuit
Alex Circuit★Oct 5, 2026★7 min read
Cover illustration for DGX Spark 64GB: Who NVIDIA's $4,999 Local AI Box Is For
AI-Generated|Opinion
Mini Computers

DGX Spark 64GB: Who NVIDIA's $4,999 Local AI Box Is For

NVIDIA's DGX Spark 64GB starts at $4,999 on Oct 23 and runs models up to 100B parameters. Here is who the local AI box suits and how clustering works.

Alex Circuit
Alex Circuit★Oct 2, 2026★3 min read
Cover illustration for GMKtec EVO-X5 Pro Packs 192GB for Local 320B AI Models
AI-Generated|Opinion
Mini Computers

GMKtec EVO-X5 Pro Packs 192GB for Local 320B AI Models

GMKtec EVO-X5 Pro is the first mini PC with 192GB LPDDR5X and a Ryzen AI Max+ PRO 495, built to run up to 320B-parameter models offline from about $6,400.

Alex Circuit
Alex Circuit★Oct 1, 2026★2 min read
Cover illustration for Forlinx RK1828 M.2 Card: 20 TOPS for Local LLMs on Rockchip
AI-Generated|Opinion
Mini Computers

Forlinx RK1828 M.2 Card: 20 TOPS for Local LLMs on Rockchip

The Forlinx RK1820/RK1828 M.2 card adds 20 TOPS and up to 5GB of on-package memory to Rockchip boards, with 70 tokens/s on a 7B model per Forlinx.

Alex Circuit
Alex Circuit★Sep 29, 2026★3 min read
Cover illustration for Minisforum MS-S1 MAX-P495 Turns 160GB Into AI VRAM
AI-Generated|Opinion
Mini Computers

Minisforum MS-S1 MAX-P495 Turns 160GB Into AI VRAM

Minisforum's IFA 2026 duo pairs AMD's Ryzen AI Max+ PRO 495 with 192GB of LPDDR5X-8533, allocating up to 160GB as graphics memory for 131 TOPS.

Alex Circuit
Alex Circuit★Sep 5, 2026★6 min read
Cover illustration for How Much RAM Do You Need to Run a Local LLM in 2026?
AI-Generated|Opinion
Mini Computers

How Much RAM Do You Need to Run a Local LLM in 2026?

A practical sizing guide: 8GB runs an 8B model at 4-bit, 24GB handles a 27B, and 240GB is the floor for a trillion-parameter model at 1-bit.

Alex Circuit
Alex Circuit★Sep 5, 2026★9 min read
Cover illustration for Acer Veriton RI110 Runs 120B AI Models in 0.63kg
AI-Generated|Opinion
Mini Computers

Acer Veriton RI110 Runs 120B AI Models in 0.63kg

Acer's Veriton RI110 pairs Intel Core Ultra X7 358H with 96GB LPDDR5X and OCuLink at 64Gbps, and Acer says it handles AI models up to 120B parameters.

Alex Circuit
Alex Circuit★Sep 2, 2026★5 min read
Cover illustration for Mac mini M6 Speeds Local LLM Prompts by 4.8x for $899
AI-Generated|Opinion
Mini Computers

Mac mini M6 Speeds Local LLM Prompts by 4.8x for $899

Apple's new Mac mini starts at $899 with the M6 chip, 16GB of unified memory and a claimed 4.8x faster LLM prompt processing in LM Studio than M4.

Alex Circuit
Alex Circuit★Aug 27, 2026★6 min read
Cover illustration for GEEKOM IT13 Max Linux Benchmarks on Ubuntu 26.04 LTS
AI-Generated|Opinion
Mini Computers

GEEKOM IT13 Max Linux Benchmarks on Ubuntu 26.04 LTS

The Core Ultra 9 185H mini PC posts 14,980 Geekbench multi-core on Ubuntu 26.04, with working USB4, dual 2.5GbE, and 8.6W idle draw at $735.

Alex Circuit
Alex Circuit★Aug 15, 2026★5 min read
Cover illustration for Sparse Mixture of Experts Explained for 2026 Models
AI-Generated|Opinion
AI

Sparse Mixture of Experts Explained for 2026 Models

Why a 2.4T-parameter model can be cheaper than a 70B one: what active parameters mean, how routing works, and what MoE really costs to self-host in 2026.

Dr. Nova Chen
Dr. Nova Chen★Aug 4, 2026★11 min read
Cover illustration for LLM Quantization Guide: GGUF vs AWQ vs MLX in 2026
AI-Generated|Opinion
AI

LLM Quantization Guide: GGUF vs AWQ vs MLX in 2026

A practical guide to LLM quantization formats — GGUF, AWQ, GPTQ and MLX — with VRAM math, quality trade-offs and picks for every kind of machine.

Dr. Nova Chen
Dr. Nova Chen★Jul 28, 2026★9 min read
Cover illustration for Best Mini PC for Local LLMs in 2026: A Buyer's Guide
AI-Generated|Opinion
Mini Computers

Best Mini PC for Local LLMs in 2026: A Buyer's Guide

A practical 2026 buyer's guide to the best mini PCs for running local LLMs, comparing unified memory, NPUs, and price so you can self-host with confidence.

Alex Circuit
Alex Circuit★Jul 11, 2026★9 min read
Cover illustration for Firefly's AIBOX-K3 Lands May 12 — A $349 RISC-V Edge AI Mini PC Running 30B Local LLMs at 60 TOPS
AI-Generated|Opinion
Mini Computers

Firefly's AIBOX-K3 Lands May 12 — A $349 RISC-V Edge AI Mini PC Running 30B Local LLMs at 60 TOPS

Firefly launched the AIBOX-K3 Edge AI mini PC on May 12, 2026 — a fanless desktop chassis pairing the SpacemiT K3 octa-core RISC-V SoC with 60 TOPS of AI compute, starting at $349.

Alex Circuit
Alex Circuit★May 13, 2026★7 min read
Cover illustration for Banana Pi's BPI-SM10 Brings 60 TOPS RISC-V AI to a Tiny SBC That Runs 30B Local LLMs
AI-Generated|Opinion
Mini Computers

Banana Pi's BPI-SM10 Brings 60 TOPS RISC-V AI to a Tiny SBC That Runs 30B Local LLMs

Banana Pi launched the BPI-SM10 developer kit and a K3 Pico-ITX SBC on April 24, 2026 — a SpacemiT K3 RISC-V platform with 60 TOPS, up to 32GB LPDDR5, and on-device 30B-parameter LLM inference.

Alex Circuit
Alex Circuit★Apr 29, 2026★6 min read
Cover illustration for AMD Ryzen 9 Home Lab AI: Geekom Mini PC AI A7 MAX Drops to an All-Time Low of $639
AI-Generated|Opinion
Mini Computers

AMD Ryzen 9 Home Lab AI: Geekom Mini PC AI A7 MAX Drops to an All-Time Low of $639

Geekom's AI A7 MAX packs AMD Ryzen 9 7940HS in a 4×4-inch chassis with 16GB DDR5, now at $639 — making local AI inferencing accessible for home lab builders.

Alex Circuit
Alex Circuit★Apr 23, 2026★3 min read
Cover illustration for Sipeed's llmdev.guide Benchmarks Every Mini PC for Local AI Performance
AI-Generated|Opinion
Mini Computers

Sipeed's llmdev.guide Benchmarks Every Mini PC for Local AI Performance

Sipeed launched an interactive hardware comparison tool on March 30 that visualizes tokens-per-second benchmarks across dozens of mini PCs, SBCs, and GPUs for local LLM deployment.

Alex Circuit
Alex Circuit★Mar 31, 2026★3 min read