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Chronicles

The story behind the story

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Apple says M5 Ultra uses a quad-die 3nm architecture, “a first for Apple silicon”, with inter-die bandwidth of 4.4TB/s+ and up to a 36-core CPU and 80-core GPU

The M6 has also arrived with all-new 2nm process technology.  —  With the launch of the latest Mac mini and Mac Studio computers …

Engadget Steve Dent

Context & Ripple Effects

The quad-die claim is the fourth step in a packaging ladder Apple has been climbing since it fused two M1 Max dies into one chip back in 2022 (800GB/s of memory bandwidth) and repeated the two-die trick with 3nm silicon for the M3 Ultra in March 2025. Doubling to four dies with 4.4TB/s+ inter-die bandwidth means Apple is now scaling Ultra-tier performance by stitching dies together rather than waiting on a bigger node.

The same-day launch of the M6 on 2nm splits the lineup in two directions: cutting-edge process for mainstream Macs, aggressive packaging for the Mac Studio halo machine. The pickup was unusually broad — Bloomberg, PetaPixel and Hindustan Times alongside the usual Apple outlets — reflecting how much of the reaction framed the M5 Ultra as a local-AI box rather than a creative-workstation upgrade.

First-order effects

  • Mac Studio buyers get a machine that discussion posts describe as able to run hundreds-of-billions-parameter LLMs locally, thanks to up to 512GB of unified memory and roughly 4.5x M3 Ultra's peak AI compute — with mkbhd noting a fully specced unit at $18,299.
  • NVIDIA's DGX Spark loses its clearest consumer-reachable comparison point: commenters are already benchmarking the M5 Ultra's 1.2TB/s memory bandwidth at 4.4x DGX Spark's.

Second-order effects

  • Windows AI-workstation rivals now have to answer a 512GB-unified-memory desktop, which pressures AMD and Intel to match Apple's memory-capacity-per-watt story or concede the local-inference niche outright.
  • The price floor rises with capability: if the top configuration already sits above $18k, Apple is pulling Mac Studio away from pro-sumer territory toward rack-adjacent budgets, changing who its channel sells to.

Third-order effects

  • If die-stitching keeps delivering generational leaps while node shrinks deliver the rest, multi-die packaging becomes the primary scaling lever across the industry — and Apple's UltraFusion-style interconnect a template competitors must replicate.
  • Desktop towers positioned as private inference endpoints would carve out a new tier between consumer PCs and cloud GPUs, shifting some AI workloads off datacenters and making memory capacity, not FLOPS, the spec that sells machines.

The trend: Apple silicon is scaling Ultra-tier AI performance through multi-die packaging and unified-memory capacity rather than raw process-node gains, positioning high-end Macs as local inference hardware.

Discussion

  • @aschilling Andreas Schilling on x
    The M5 Ultra uses UltraFusion to connect two dual-die M5 Max chips. Where are the stylized die shots that Apple usually posts? That would be especially interesting with the quad-die design!
  • @julianharris Julian Harris on x
    M5 Ultra 512GB 1.2TB/s Memory bandwidth still only 60% of a 4090
  • @alexocheema Alex Cheema on x
    The 512GB M5 Ultra will ship in October with a massive 1.2TB/s memory bandwidth. 50% more memory bandwidth than M3 Ultra, 4.4x more than DGX Spark and M4 Pro. Stacking 4 x M5 Ultra, I expect you'll be able to run Kimi K3 / GLM 5.3 faster than the API (>100 tok/sec).
  • @hesamation @hesamation on x
    Apple's new M5 Ultra is a local AI powerhouse. > 512GB unified memory > 1.2TB/s memory bandwidth > 4.5x peak AI compute vs M3 Ultra > can run hundreds of billions of param LLMs The catch: it starts at $5,499, 37.5% more than the M3 Ultra.
  • @elliotarledge Elliot Arledge on x
    M5 Ultra and M6 unveiled today: M5 Ultra is 1.2TB/s unified memory bandwidth. (link below)
  • @mkbhd Marques Brownlee on x
    M5 Ultra has also landed - Up to 36-core CPU - Up to 80-core GPU - 1.2TB/s for unified memory (A fully specced-out M5 Ultra Mac Studio with 16TB storage and 256GB of memory now costs $18,299) https://www.apple.com/...
  • @ashxhart Ash Hart on x
    M5 Ultra on the @apple store. 1.2TB/s memory bandwidth and up to 512GB unified memory. 512GB can be ordered in late October, but 256GB is available to pre-order.