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  ARM Give a man a fire and he's warm for a day, but set fire to him and he's warm for the rest of his life (Terry Pratchett, Jingo)

China's Z.ai claims it trained a model using only Huawei hardware

(2026/01/15)


Chinese outfit Zhipu AI claims it trained a new model entirely using Huawei hardware, and that it’s the first company to build an advanced model entirely on Chinese hardware.

Zhipu, which styles itself Z.ai and runs a [1]chatbot at that address, offers several models named General Language Model (GLM). On Wednesday the company [2]announced GLM-Image, that it says employs “an independently developed ‘autoregressive + diffusion decoder’ hybrid architecture, which enables the joint generation of image and language models.” represents an important advance on the Nano Banana Pro image-generating AI.

The post also states that Z.ai developed the model using the Ascend Atlas 800T A2, a [3]Huawei server that can run four Kunpeng 920 processors packing either 64 or 48 cores. Huawei’s processors use Arm cores of its own design.

[4]

The servers also use Huawei’s Ascend 910 AI processors.

[5]

[6]

The most recent Ascend model is 2025’s 910C, which Huawei [7]claims “can achieve around 800 TFLOPS of computing power per card at FP16 precision, which is approximately 80% of the computing power of NVIDIA’s H100 chip (launched in 2022).”

On model-mart Hugging Face, Zhipu [8]describes GLM-Image’s architecture as comprising two elements:

Autoregressive generator: a 9B-parameter model initialized from GLM-4-9B-0414, with an expanded vocabulary to incorporate visual tokens. The model first generates a compact encoding of approximately 256 tokens, then expands to 1K–4K tokens, corresponding to 1K–2K high-resolution image outputs.

Diffusion Decoder: a 7B-parameter decoder based on a single-stream DiT architecture for latent-space image decoding. It is equipped with a Glyph Encoder text module, significantly improving accurate text rendering within images.

The company says “the entire process from data preprocessing to large-scale training” took place using that Atlas server, and that the model’s debut therefore proves “the feasibility of training cutting-edge models on a domestically produced full-stack computing platform.”

And in some ways it does. But Zhipu hasn’t revealed how many servers or accelerators it used to create GLM-image, and how quickly they did the job.

[9]

The company can therefore point to having developed a model with local tech – sophistry that ignores Arm’s contribution to Kunpeng – but hasn’t offered any hints about whether Huawei’s hardware did it at a speed or price that means the rest of the world needs to take notice because China has stolen a march.

Even if Zhipu’s rig chugged along at modest speeds, news of an all-Chinese model remains notable given pundits’ predictions that many future models will be smallish affairs dedicated to niche domains. If China now has the capacity to make such models without hardware from Nvidia or AMD, that’s a threat to those chip design firms’ future revenue.

Another threat to the two GPU giants is the [10]strict export controls , announced yesterday, that mean Washington will assess every application to sell certain GPUs to Chinese buyers.

[11]

GLM-Image is open source, so is freely available. The Register mentions that in light of think tank ASPI’s [12]opinion that China uses AI to export its culture and values, and recommends nations need to “prevent China’s AI models, governance norms and industrial policies from shaping global technology ecosystems and entrenching digital authoritarianism.” ®

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[1] https://chat.z.ai/

[2] https://mp.weixin.qq.com/s/89kksB37sUs-mmG20AW5Fw

[3] https://support.huawei.com/enterprise/en/doc/EDOC1100349804/d7ebb795/overview

[4] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=2&c=2aWlxm3TX7jwD_MtPnvaurAAAAIE&t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0

[5] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=4&c=44aWlxm3TX7jwD_MtPnvaurAAAAIE&t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0

[6] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=3&c=33aWlxm3TX7jwD_MtPnvaurAAAAIE&t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0

[7] https://medium.com/@huaweiclouddevelper/a-brief-introduction-to-huawei-ascend-cloud-cbef8f25bc34

[8] https://huggingface.co/zai-org/GLM-Image

[9] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=4&c=44aWlxm3TX7jwD_MtPnvaurAAAAIE&t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0

[10] https://www.theregister.com/2026/01/14/us_gpu_export_rules/?_gl=1*35auu4*_ga*MTI0MjE1MDMxNS4xNzE5OTg5NTg5*_ga_JXW44Y23NM*czE3Njg0NDI5NjkkbzE3NjgkZzEkdDE3Njg0NDMwMTckajEyJGwwJGgw

[11] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=3&c=33aWlxm3TX7jwD_MtPnvaurAAAAIE&t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0

[12] https://www.theregister.com/2025/12/03/aspi_china_ai_report/?_gl=1*6k4o9b*_ga*MTI0MjE1MDMxNS4xNzE5OTg5NTg5*_ga_JXW44Y23NM*czE3Njg0NDI5NjkkbzE3NjgkZzEkdDE3Njg0NDMxNjAkajU5JGwwJGgw

[13] https://whitepapers.theregister.com/



Well gosh

Pascal Monett

" If China now has the capacity to make such models without hardware from Nvidia or AMD, that’s a threat to those chip design firms’ future revenue "

Hey, Trump, you might have wanted to think about the consequences before spouting your bullshit against China and forcing them to homegrow their own industry.

Of course, that would mean that you had knoweldge about History (which you clearly don't), and were aware that China already manufactures 90% of what we buy, following our specifications and our industrial expertise.

Which means that China has that industrial expertise.

In other words, our wonderful Western multinationals have spent the last 50 years years teaching Chinese personnel to develop products to Western specifications, and now we are supposed to be surprised that China is capable of going on its own to develop its own industry, completely disregarding Western (aka USA) dictates ?

How's that TIVO working for you, Donald ?

To many big words for The Don

Bluck Mutter

Keep them short like "nasty", "shithole" etc.

But this goes beyond The Don... the US in general has a low self esteem issue hence the need to shout "USA USA USA" all the time, fly the flag on any available pole and believe they are the greatest country in the world with the greatest democracy and the best food/cars/camel toe etc.

Thus they cannot comprehend that a bunch of furinners could be better than them at anything.

Bluck

PS. I am a furinner as well (relative to the US) but I did live their for 15 years so have some knowledge of this.

Re: To many big words for The Don

Bebu sa Ware

" Keep them short like "nasty", "shithole" etc. "

I had never heard of " Nano Banana Pro and searched thinking it was some bespoke Chinese hardware — it isn't — but needing small words to describe the Don reminded me of something Stormy Daniels was reported to have claimed about the Don's natural endowments… perhaps not quite a "nano" banana but definitely not going to frighten the horses.

Re: Well gosh

BartyFartsLast

I've said this many times and been downvoted, hard, for pointing it out.

There's an article on another site this morning which argues, strongly, that China is the only country Trump is making great.

Re: Well gosh

Will Godfrey

Yes. Funny that. An increasing trend in recent years. I wonder what could have caused that - along with the increasing aggressiveness of some posters if you dare to disagree with them.

Re: Well gosh

Headley_Grange

Article in yesterday's Graun about China's trade surplus last year a record trillion dollars. Tariff's have made bugger all difference partly because it's making China find other markets outside the US.

https://www.theguardian.com/world/2026/jan/14/china-reports-record-trillion-dollar-trade-surplus-despite-trump-tariffs

https://www.theguardian.com/us-news/2026/jan/14/global-survey-suggests-trump-is-making-china-not-america-great-again

Re: Well gosh

Like a badger

China already manufactures 90% of what we buy,

Source? This may well be true for certain categories of product, but I couldn't easily find usable data that tells me what UK (or EU) reliance on imported manufactures is.

Z a i

Omnipresent

sounds russian.

propaganda

harrys

No statement out of china can ever be independently verified

So your default attitude should be "whatever"

Anti-trust laws should be approached with exactly that attitude.