HBM May Leave the GPU Neighborhood

watch 1m, 19s
views 2

14:09, 25.05.2026

Article Content
arrow

  • Optical Links Could Change the Rules
  • Bigger Memory Could Reshape AI Hardware

HBM was created to solve a very specific problem. It packs multiple memory dies vertically, giving GPUs more bandwidth and more capacity without taking much board space. For AI accelerators, that once looked like the perfect match.

Now the appetite of modern GPUs is growing faster than HBM can comfortably follow. Memory makers are already discussing a bold idea with customers: move HBM away from the GPU package and place it on a separate board.

Optical Links Could Change the Rules

Today, HBM sits close to the GPU because distance matters. Move it too far away, and speed suffers. Engineers now want to use optical interfaces to keep data moving quickly between the GPU and a separate memory module.

This shift could let one GPU access several times more HBM than today. It would also reduce the pressure to keep stacking more layers inside each HBM chip. Current designs already reach 16 layers, and future versions may hit 20. Yet every extra layer makes production harder and more expensive.

Bigger Memory Could Reshape AI Hardware

We believe this idea could make future AI systems more flexible and powerful. Larger pools of HBM may help companies train bigger models and process heavier workloads without redesigning everything around one crowded GPU package.

You may eventually see faster AI services, better data processing, and more capable cloud tools. But this will not be simple. Chip packagers, memory makers, and accelerator vendors must solve tough design and cost challenges first.

If you found this topic useful, share it with your network and read more of our articles on next generation hardware and AI infrastructure.

Share

Was this article helpful to you?

VPS popular offers

-9.7%

CPU
CPU
10 Epyc Cores
RAM
RAM
64 GB
Space
Space
300 GB NVMe
Bandwidth
Bandwidth
Unlimited
wKVM-NVMe 65536 Windows

139.49 /mo

/mo

Billed annually

-15.5%

CPU
CPU
6 Xeon Cores
RAM
RAM
8 GB
Space
Space
100 GB SSD
Bandwidth
Bandwidth
80 Mbps
DDoS Protected SSD-KVM 8192 Linux

95 /mo

/mo

Billed annually

-8.8%

CPU
CPU
6 Xeon Cores
RAM
RAM
16 GB
Space
Space
400 GB HDD
Bandwidth
Bandwidth
300 Gb
wKVM-HDD HK 16384 Windows

45.8 /mo

/mo

Billed annually

-10%

CPU
CPU
10 Xeon Cores
RAM
RAM
64 GB
Space
Space
300 GB SSD
Bandwidth
Bandwidth
Unlimited
KVM-SSD 65536 Linux

134.99 /mo

/mo

Billed annually

-10%

CPU
CPU
2 Xeon Cores
RAM
RAM
512 MB
Space
Space
10 GB SSD
Bandwidth
Bandwidth
Unlimited
KVM-SSD 512 Linux

5.2 /mo

/mo

Billed annually

-10%

CPU
CPU
6 Xeon Cores
RAM
RAM
8 GB
Space
Space
100 GB SSD
Bandwidth
Bandwidth
Unlimited
KVM-SSD 8192 Linux

25.85 /mo

/mo

Billed annually

-5.6%

CPU
CPU
4 Xeon Cores
RAM
RAM
2 GB
Space
Space
60 GB HDD
Bandwidth
Bandwidth
Unlimited
wKVM-HDD 2048 Windows

13.7 /mo

/mo

Billed annually

-10%

CPU
CPU
4 Xeon Cores
RAM
RAM
4 GB
Space
Space
100 GB HDD
Bandwidth
Bandwidth
Unlimited
KVM-HDD 4096 Linux

15 /mo

/mo

Billed annually

-5%

CPU
CPU
3 Xeon Cores
RAM
RAM
1 GB
Space
Space
40 GB HDD
Bandwidth
Bandwidth
Unlimited
wKVM-HDD 1024 Windows

12.1 /mo

/mo

Billed annually

-16.3%

CPU
CPU
4 Xeon Cores
RAM
RAM
2 GB
Space
Space
30 GB SSD
Bandwidth
Bandwidth
40 Mbps
DDoS Protected SSD-KVM 2048 Linux

48 /mo

/mo

Billed annually

Other articles on this topic

cookie

Accept cookies & privacy policy?

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we'll assume that you are happy to receive all cookies on the HostZealot website.