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AMD Ryzen AI Halo – $4k AI Dev Kit

https://www.lttlabs.com/articles/2026/07/06/amd-ryzen-ai-halo
53•LabsLucas•1h ago

Comments

kamranjon•1h ago
In case it saves anyone some time (from the article): "The AMD Ryzen AI Max+ 395(Strix Halo) processor has been available since Spring 2025 and the Halo doesn’t offer anything new on that front."

It has the same 256 GB/s memory bandwidth limit as every board previously, not sure why this is even being released right now as if it's some new fangled thing - you can go get a Framework Desktop for roughly the same price or a GMKtec EVO-X2 for a bit cheaper.

htrp•1h ago
Does this have the same memory bandwidth problems as the spark?
Schiendelman•1h ago
What's the Spark's memory bandwidth?
jtbaker•59m ago
273 GB/s. Same ballpark as M4 Pro and Strix Halo.
Schiendelman•51m ago
Ah yeah, bummer. It's fine for building something that you know needs to run faster in the next generation.
winterphoenix96•56m ago
Yes. And the same not-enough-memory problems too
alexdns•1h ago
Bosgame is $2799 does the same thing if you plan to run only 1 of them
mhitza•52m ago
The repeated claim that all these different forms are not directly comparable is a very strange aspect.

Only thing that separates them is the build quality and the extra 20W of boost the framework desktop and this variant support.

They have a note on the thermals but no measurement of noise. Doesn't matter if it's stricly a whoosh or a whine, only if they bother people in the same room. And the small ones like Bosgame get a consistent complaint about the noise in in-depth youtube videos.

pettijohn•1h ago
$4k is pretty darn spendy. I recently purchased a refurbished Corsair AI Workstation with almost the same hardware (same chip, same 128GB RAM, but only 1TB storage) for $2160. Pretty good deal! Codex and I wrote a Linux driver to report the power mode of the device:

https://github.com/pettijohn/corsair-ai-workstation-performa...

alex43578•57m ago
Is that price still available?
glimshe•1h ago
How much are we going to pay for "AI kits" once the DRAM shortage is over? Will we be able to run a local model equivalent to the current AI frontier in sub $1000 hardware, even if dedicated, in 5 years?
moelf•57m ago
frontier to laptop runnable open weight so far seems to be ~2 years latency, so maybe there's some hope
tracker1•5m ago
For that matter, just getting Chinese DRAM into the market could cool pricing down a lot to oppose the cartel.
url00•51m ago
Yeeeeep. There is no moat at the moment. AI companies are trying to dig one as fast as they possibly can. Either through passing laws to prevent local inference ("It's too dangerous! We need to control it") or by creating/limiting possible integrations (locking down OS/hardware, APIs/MCPs that only work with Claude/ChatGPT, etc).
yomismoaqui•29m ago
Good luck trying to enforce those laws outside of the USA. And in the future China will be happy to sell local inference hardware at competitive prices.

Open, cheap & good enough will win the race.

tracker1•6m ago
When this hardware was announced, it was expected to be in the $1200-1400 range new... so, maybe. The real question is will the powers that be let this bubble burst, and how painful will the fallout be... I have a feeling it will be worse than 2001-2002.
robotswantdata•1h ago
Was “only” $2k in its previous form but even in this updated box the mem bandwidth is woefully inadequate. There’s a few models with space for a dedicated GPU for hybrid inference but imo not worth it. Save your money for a Xeon or EPYC build
syntaxing•59m ago
I have another strix halo that I got for half the price (before this price increase world wide). AMD making lemonade is one of the best reasons to get a strix halo. Lemonade + qwen3.6 35B MTP @ Q8_0 + anythingLLM (in docker) replaced 90%+ of my AI usage. And it’s fully local! Setting everything up took less than 3 hours total, including installing the OS

https://lemonade-server.ai/

lhl•57m ago
The one thing that's new/worth pointing out are the https://developer.amd.com/playbooks/ (https://github.com/amd/playbooks) - this is AMD's answer to Nvidia's playbooks (https://build.nvidia.com/spark / https://github.com/NVIDIA/dgx-spark-playbooks ) - I think it's great that they're actually taking this more seriously.

Hardware is the exact same as what used to be available for $2K last year (and is still $1K cheaper from Chinese OEMs).

LTT Lab's LLM testing is getting more sophisticated, which is great - I think it's worth noting that ROCm/Vulkan versions and llama.cpp build versions are going to have some big differences for numbers.

For those wanting to get the most out of their Strix Halos, there's both kernel tweaks and utilities like ryzenadj that can help you get the most out of it. ( http://strixhalo.wiki/ has most of that documented). Also, if you're running for coding or agentic work, if you model supports MTP, that's mature and should give you a decent (30%?) decode boost.

nightski•56m ago
I recently bought a few sparks from Micro Center for the exact same price and it comes with ConnectX-7 200Gbps inter-connectivity. Not sure how AMD feels it can charge exactly the same for less.
vlian2088•48m ago
it's 2026.07 and 128 GB of VRAM costs a firstborn.
nightski•40m ago
The spark also has 128GB VRAM (same type) and by recently I mean I bought them last week for $3999 each.
cyanydeez•18m ago
yeah, so $500 spread https://www.microcenter.com/product/699008/nvidia-dgx-spark is what the current price appears to be.

The differences are basically, sparks require ARM and sparks allow interconnects; so if you do have dreams of electric sheep to chain them together, you're not gonna get the AMD halo units.

But if you just want to putz around with a dev machine and do other things, not sure you'd want a spark.

khurs•56m ago
Are the likes of Dell and Lenovo not going to be annoyed that AMD are cutting them out?

As traditionally AMD was a supplier of parts.

benoau•52m ago
Do they care that Microsoft is selling the Surface, or that Intel used to sell the NUC?
khurs•45m ago
Intel = Fair as they sell both Intel and AMD so no loyalty on either side.

Microsoft = yes, they care enormously, as Surface has taken away many sales. Albeit they sold some ChromeBooks

tracker1•4m ago
Both Dell and Lenovo have tended to favor Intel first... even more recently on business laptops.
Catloafdev•51m ago
These devices were great when they were cheaper than the DGX Spark.

But when they cost the same price (unless the Spark has shot up too), there's no reason to buy this over a Spark.

The Spark is literally a faster version of this, with better software support.

Edit: And I say that as an owner of a Ryzen AI Max 395 device.

grubbs•49m ago
Cheapest I've been able to get a DGX Spark FE is now around $4700 just FYI. This is from multiple vendors in higher-ed.
Catloafdev•40m ago
Ah ya then that's a bit of a gap.

For anyone considering these devices, the only reason I would recommend against them is if you plan on getting multiple to link together - the DGX Spark has a much, much faster interconnect bandwidth ceiling than the AMD devices do.

Otherwise, they're great!

icedchai•41m ago
Yep, the only reason I bought mine (in late 2025, before hardware prices went totally crazy) was because it was half the price of a Spark. I spent a while fiddling around with the right Linux kernel, kernel firmware, ROCm installs, etc.
seemaze•39m ago
I dropped a Framework mainboard in rack mount case and use it as a speedy low power x86 homelab as well as an inference server.
kcb
ndom91•42m ago
Wow the prices on these have really come up.. Got my Framework desktop mainboard (Just the motherboard + CPU + soldered 128gb RAM) in Dec 2025 for ~1900 EUR
kccqzy•9m ago
Indeed December 2025 was the best time to buy.
musha68k•39m ago
I had hoped this was about Medusa Halo, but unfortunately, it's about 2025 technology. It's the same as Framework Desktop was at the end of last summer, which would have been a slightly silly but fun buy at $2k... I'd hope Mark Cerny / Sony launch PS6 sooner rather than later, as together with the upcoming LPDDR6 standard, it should trickle down to us in the local LLM mud eventually?
re-thc•38m ago
> I hope Mark Cerny launches his PS6 sooner rather than later

With the current RAM and SSD prices... I rather a bit later.

musha68k•30m ago
True, this is the new reality though. My main gripe with Strix Halo is memory bandwidth and compute performance. Gaming performance sits squarely in base PS5 territory just as is the case with Steam Machine AFAIR; yet due to economies of scale "cheap" 2020 era PS5 still has higher memory bandwidth by quite a bit last time I checked.

PS6 "undertaker of physical media" will supposedly be priced >$1k: https://youtu.be/-F1JS-4Abjo

daft_pink•36m ago
It would be really nice if they included clustering support like a blueprint on how to buy several of these and cluster them to run the really large models in the best way possible.
aunty_helen•35m ago
256gbs memory bandwidth is about 1/4 that of a 3090. It would be a better buy with half the memory at 4x the speed.
wolttam•27m ago
Are you sure about that? High memory speed is great for dense models, or when serving at high concurrency.

However for local single-user setups, it's often better to have access to more capable/bigger MoE models at reasonable speeds and lower concurrences, which is enabled by these platforms.

cyanydeez•23m ago
what matters is how much memory it has; with the new MTP models, Qwen3.6 with 35B MOE, it's pumping out tokens up to ~80k context with little slow down.

It's great to get lots of tokens, but being able to handle and extent context is why it'll continue to be a great machine compared to any of the small graphics cards.

muyuu•17m ago
it depends

it allows you to run smaller models much better

imo 3090s make the most sense if you can buy at least 2x ideally 4x but of course we're talking about a completely different budget at that point

PHr15•34m ago
Even a two-year-old Mac Studio outperforms this kit. A used unit with sufficient memory currently seems to offer the best price-to-performance ratio

"The Apple Silicon Mac Studios outperform the AMD Ryzen AI Max+ 395 machines"

jeffbee•33m ago
A 2-year-old Mac Studio 128GB also sells for more.
ahmedehab_01•33m ago
Why do all similar products have a hard limit on the 128 GB VRAM part? For that price, I hoped to get at least 224 GB VRAM
croes•27m ago
Because it’s a limit of the platform

https://community.frame.work/t/was-there-no-possible-way-to-...

jauntywundrkind•9m ago
From the replies,

> A shame, really, as the Ryzen 7640U, 7840U, 7840HS, and 7940HS all support 256GB of RAM.

To be fair, those platforms support dual dimms per channel, which Strix Halo would not, at least not at it's high speeds.

But reciprocally Gorgon Halo 400 just launched and it supports... 192GB. And is the exact same APU.

Memory chips did finally have their first big doubling per chip semi recently (available last February), with 48 & 64GB dimms becoming available. There is some reasonable lag here, that Strix Halo & Gorgon Halonuse lpddr5x, which perhaps had some lag, that 32GB (x4) was the best available. But now with Gorgon Halo being 192GB capable but not 256GB, it sure feels looks & seems like this is just bad spirited fuckery from AMD. https://forum.level1techs.com/t/where-are-the-ddr5-unbuffere...

wmf•14m ago
The 495 is going to support 192 GB. It depends on the memory bus.

128 bit: 96 GB?

256 bit: 192 GB

512 bit: 384 GB?

1024 bit: 768 GB?

danielrmay•29m ago
Perhaps if less spending went towards their private aviation interests LTT labs could review a piece of hardware that was released _this_ year, or maybe extend their narrow testing process to cover real-world use metrics like TTFT. Not to mention the lack of real value-perf comparison to CUDA
Tenoke•12m ago
I really want a 128gb+ machine but it's brutal to be at only 256gb/s for $4k (especially with the drawbacks of both ARM and AMD).

I fear that by the time the RTX Spark comes out it'd have to be $6k, and by the time a 128gb or more machine with 700+gb/s comes out it'd be at $10k, way out of most consumers' hands.

Neywiny•8m ago
To be clear though that's GB/s. Which is 2 terabits/sec
cat_plus_plus•6m ago
Drastically slower than Macs and NVIDIA unified memory boxes while not being any cheaper.
woodrowbarlow•6m ago
i wish there was a system like strix halo, but with enough lanes for a dedicated PCIe 5.0 x16 slot so you can have the best of both worlds: large sparse models on CPU with unified memory, dense models on GPU with real tensors and higher bandwidth memory.
•
22m ago
Ability to run any OS is a pretty nice benefit versus the spark.
cyanydeez•22m ago
yeah, if only there wasn't some global hegemony that immediately drove up the price of all memory everywhere...
tracker1•10m ago
That's the rub... this platform was supposed to be around $1200-1400 maxed out, but now it's $4k, which is insane.

Do you really need separate systems when you already have Postgres?

https://postgresisenough.dev/
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