Oh boy another ROCM llama.cpp fork for #StrixHalo ​
https://github.com/charlie12345/ROCmFPX
GitHub - charlie12345/ROCmFPX: ROCmFPX Family for AMD Hardware and Processors. More quants and special agent quants

ROCmFPX Family for AMD Hardware and Processors. More quants and special agent quants - charlie12345/ROCmFPX

GitHub

GMK EVO-X3 mini PC with Ryzen AI Max+ 395 and up to 128GB RAM launches this month

The GMK EVO-X3 is a compact workstation with a 16-core, 32-thread processor, discrete-class integrated graphics, and plenty of I/O including an OCuLink port for an external PCIe 4.0 connection to a graphics dock or other add-ons.

First revealed earlier this year, the EVO-X3 will be available for “early access registration” on June 22, ahead of a global launch on June 29th July 6th. (Update: […]

#gmk #gmkEvoX3 #gorgonHalo #miniPc #strixHalo #workstation Read more: https://liliputing.com/gmk-evo-x3-mini-pc-with-ryzen-ai-max-395-and-up-to-128gb-ram-launches-this-month/
I have my own issue with #Deepseek v4 Pro in terms of performance to params. Though I do recognize how in terms of the tech behind it how much of a achievement it is.

So when I first heard about the
ds4 project I scoffed and thought wow that is going to run like ass ass. Though after hearing about it more and more in #StrixHalo circles I figured why not give it a shot and I must say I am quite impressed with what it does on low power hardware. It is not major ground breaking but it is worth having as a option if needed. Was even able to link of the jank ds4-server to my llama-swap config.

Even appreciate the work Donato Capitella added to the Strix Halo cause as always/ (Even if I have no need for his toolboxes)
https://youtu.be/Cfl3TS7ME5s
GitHub - antirez/ds4: DeepSeek 4 Flash and PRO local inference engine for Metal, CUDA and ROCm

DeepSeek 4 Flash and PRO local inference engine for Metal, CUDA and ROCm - antirez/ds4

GitHub
Recommended: A new #deepseek v4 toolbox over at https://strix-halo-toolboxes.com/
lets me run a powerful DeepSeek v4 flash Q4 quant LLM on dual Strix Halo 128GB. Give it a try! #strixhalo #localAI #inference
Strix Halo AI Toolboxes

A mini PC the size of a paperback can now run a 200B-parameter model locally. But choosing one isn't about the lowest price tag. Capacity sets what fits, bandwidth sets how fast it runs, and the software stack — CUDA, ROCm, or Metal — decides whether your tools work at all. Here's how the four real options compare in 2026, with current prices and benchmarks.
https://www.buysellram.com/blog/how-to-choose-the-best-mini-pc-for-local-ai-in-2026/
#LocalAI #LLM #MiniPC #AIhardware #StrixHalo #DGXSpark #AppleSilicon #EdgeAI #RyzenAI #AIPC #AMD #NVIDIA #Apple
How to Choose the Best Mini PC for Local AI in 2026 , Strix Halo vs DGX Spark vs Mac

AMD Strix Halo, Nvidia DGX Spark, Apple Mac, or a GPU tower? A no-hype guide to picking the right mini PC for local AI in 2026 — by memory, bandwidth, and budget.

BuySellRam
Choosing A mini PC isn't about the lowest price tag. Capacity sets what fits, bandwidth sets how fast it runs, and the software stack — CUDA, ROCm, or Metal — decides whether your tools work at all. Here's how the four real options compare in 2026, with current prices and benchmarks.
https://www.buysellram.com/blog/how-to-choose-the-best-mini-pc-for-local-ai-in-2026/
#LocalAI #LLM #MiniPC #AIhardware #StrixHalo #DGXSpark #AppleSilicon #EdgeAI #AIinfrastructure #Ollama #RyzenAI #AIPC #AMD #NVIDIA
How to Choose the Best Mini PC for Local AI in 2026 , Strix Halo vs DGX Spark vs Mac

AMD Strix Halo, Nvidia DGX Spark, Apple Mac, or a GPU tower? A no-hype guide to picking the right mini PC for local AI in 2026 — by memory, bandwidth, and budget.

BuySellRam

https://www.buysellram.com/blog/how-to-choose-the-best-mini-pc-for-local-ai-in-2026/

AMD Ryzen AI Max+ 395 vs Nvidia DGX Spark vs Apple Mac — plus when a GPU tower still beats all three. A practical hardware guide for IT managers, developers, and small-business owners weighing a local LLM machine.

There’s no single winner. The right pick comes down to three numbers — how big a model you need to run (memory capacity), how fast it has to run (memory bandwidth), and which software you depend on (CUDA, ROCm, or Metal). A discrete-GPU tower is fastest but hits a VRAM wall; AMD’s Strix Halo mini PCs give the most memory per dollar on Windows; Nvidia’s DGX Spark adds the CUDA stack at a premium; Apple’s Macs offer high bandwidth and silence without CUDA. An appendix at the end collects what early buyers of the AMD “lunchbox” are actually reporting.

#LocalAI #LLM #MiniPC #AIhardware #StrixHalo #DGXSpark #AppleSilicon #EdgeAI #AIinfrastructure #Ollama #RyzenAI #AIPC #AMD #NVIDIA #Apple #tech

How to Choose the Best Mini PC for Local AI in 2026 , Strix Halo vs DGX Spark vs Mac

AMD Strix Halo, Nvidia DGX Spark, Apple Mac, or a GPU tower? A no-hype guide to picking the right mini PC for local AI in 2026 — by memory, bandwidth, and budget.

BuySellRam

AMD Ryzen AI Max+ 395 vs Nvidia DGX Spark vs Apple Mac — plus when a GPU tower still beats all three. A practical hardware guide for IT managers, developers, and small-business owners weighing a local LLM machine.

Running large language models locally went from a niche hobby to a real procurement question in 2026. A mini PC the size of a paperback can now hold a 200-billion-parameter model — the kind of workload that used to need a server rack.

But picking one isn't about the lowest price. Three things decide whether a model runs well: memory capacity (what fits), memory bandwidth (how fast it runs), and the software ecosystem — CUDA, ROCm, or Metal — that determines whether your existing tools work at all.

There are four real ways to run a local LLM on your desk: a discrete-GPU tower (fastest, but a VRAM wall), AMD Strix Halo mini PCs (big unified memory, cheap, Windows-native), Nvidia's GB10 boxes like the DGX Spark and Dell Pro Max (CUDA, but now $4,699 and Linux-only), and Apple's Mac mini and Mac Studio (high bandwidth, silent, no CUDA).

This guide breaks down which fits which job — with verified specs and current prices.

An appendix at the end collects what early buyers of the AMD “lunchbox” are actually reporting.

https://www.buysellram.com/blog/how-to-choose-the-best-mini-pc-for-local-ai-in-2026/
#LocalAI #LLM #MiniPC #AIhardware #StrixHalo #DGXSpark #AppleSilicon #EdgeAI #AIinfrastructure #Ollama #RyzenAI #AIPC #AMD #NVIDIA #Apple #technology

How to Choose the Best Mini PC for Local AI in 2026 , Strix Halo vs DGX Spark vs Mac

AMD Strix Halo, Nvidia DGX Spark, Apple Mac, or a GPU tower? A no-hype guide to picking the right mini PC for local AI in 2026 — by memory, bandwidth, and budget.

BuySellRam

ONEXPLAYER X2 Mini Pro handheld gaming PC with Ryzen AI Max+ 388 hits Indiegogo for $2466 and up

The ONEXPLAYER X2 Mini Pro is a handheld game console with an 8.8 inch, 1920 x 1200 pixel, 30 -144 Hz AMOLED display, detachable controllers, and the most powerful graphics currently available for a device this size.

But with an AMD Strix Halo processor and at least 48GB of high-speed memory inside, it’s unsurprising that this handheld is expensive. The ONEXPLAYER X2 Mini Pro is now available […]

#crowdfunding #handheldGamingPc #oneNetbook #ONEXPLAYER #onexplayerApexAir #onexplayerX2Mini #onexplayerX2MiniPro #strixHalo Read more: https://liliputing.com/onexplayer-x2-mini-pro-handheld-gaming-pc-with-ryzen-ai-max-388-hits-indiegogo-for-2466-and-up/
A mini PC the size of a paperback can now run a 200B-parameter model locally. But choosing one isn't about the lowest price tag. Capacity sets what fits, bandwidth sets how fast it runs, and the software stack — CUDA, ROCm, or Metal — decides whether your tools work at all. Here's how the four real options compare in 2026, with current prices and benchmarks.
https://www.buysellram.com/blog/how-to-choose-the-best-mini-pc-for-local-ai-in-2026/
#LocalAI #LLM #MiniPC #AIhardware #StrixHalo #DGXSpark #EdgeAI #AIinfrastructure #tech #RyzenAI #NVIDIA #Apple
How to Choose the Best Mini PC for Local AI in 2026 , Strix Halo vs DGX Spark vs Mac

AMD Strix Halo, Nvidia DGX Spark, Apple Mac, or a GPU tower? A no-hype guide to picking the right mini PC for local AI in 2026 — by memory, bandwidth, and budget.

BuySellRam