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m4r1k

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While the analysis is definitely intresting, OP misses completely the point. And worst, this work becomes a joke. OP is not losing $780 because OP, thanks to Anthropic, is making far more money than without it. This does not wanna say that Claude should have current level of uptime, on the countrary, they should improve it but the point OP makes is plain wrong.

Check the specs again. Per chip, TPU 7x has 192GB of HBM3e, whereas the NVIDIA B200 has 186GB.

While the B200 wins on raw FP8 throughput (~9000 vs 4614 TFLOPs), that makes sense given NVIDIA has optimized for the single-chip game for over 20 years. But the bottleneck here isn't the chip—it's the domain size.

NVIDIA's top-tier NVL72 tops out at an NVLink domain of 72 Blackwell GPUs. Meanwhile, Google is connecting 9216 chips at 9.6Tbps to deliver nearly 43 ExaFlops. NVIDIA has the ecosystem (CUDA, community, etc.), but until they can match that interconnect scale, they simply don't compete in this weight class.

Google's real moat isn't the TPU silicon itself—it's not about cooling, individual performance, or hyper-specialization—but rather the massive parallel scale enabled by their OCS interconnects.

To quote The Next Platform: "An Ironwood cluster linked with Google’s absolutely unique optical circuit switch interconnect can bring to bear 9,216 Ironwood TPUs with a combined 1.77 PB of HBM memory... This makes a rackscale Nvidia system based on 144 “Blackwell” GPU chiplets with an aggregate of 20.7 TB of HBM memory look like a joke."

Nvidia may have the superior architecture at the single-chip level, but for large-scale distributed training (and inference) they currently have nothing that rivals Google's optical switching scalability.

Meanwhile, in third-world, overly bureaucratic Italy, one has to wait several months to get all the paperwork in order to take advantage of a solar installation. Self-deployed solutions are also limited to 800 watts, which is peanuts in today's world.

I'm also an AirGradient user. AirGradient prioritizes accuracy and it's fully OSS. The sensors are fully replaceable; not if but when they eventually lose accuracy. I'd argue that monitoring PM2.5 levels indoors is even more crucial than outdoors. In our home, we have good air recirculation and HEPA filters in every room. Since we began keeping indoor air clean, our spring allergies (and general allergy issues throughout the year) have become much less severe. IMO AirGradient is the best way verify current levels and ultimately ensure the filtration works. https://imgur.com/a/UIkkANL

I wrote about cloud run and inference w/ ollama on cloud run -> https://medium.com/google-cloud/ollama-on-cloud-run-with-gpu...

performance is okay, ada lovelace has cuda 8_9 support which brings native fp8 support. imo the best aspect is the speed of spinning up new containers and the overall easiness of this service. the live demo at google next 25 was quite something https://www.youtube.com/watch?v=PWPvX25R6dM&t=2140s

My Chinese friend told me MiMo doesn’t have a meaning in Chinese (of course Mi 米 = rice). Anybody have a clue for what it stands for?

Well, at least it's a start. It can only get better. The important bit was getting the new profile management skeleton in a stable shape. Hopefully everything else will follow. It's only a bit infuriating that they do gradual rollout :-(

The weird thing is that Firefox has been quick at developing and introducing some features while others did not land for a very long time. If their aim is gaining more Chrome users, I hope a gap analysis was done as well as feature prioritization

Synology seems to have been on the wrong track for a while now: - They completely missed the NVMe transition. The vendor is still very much focused on the HDD world. Yes, NVMe/SSDs in the consumer space don't yet offer the same capacity as HDDs, but the technology is evolving rapidly. It feels like being a music executive in 2007 believing CDs were the future. - They dropped detailed S.M.A.R.T. access from the main UX, which is also the standard for NVMe health reporting. I personally run scrutiny, but Synology's built-in health reporting system in recent DSM versions feels not up to this fundamental task. - DSM updates around 7.2.2 negatively impacted H.265/HEVC codec support, affecting a large user base relying on their NAS for media [1]. - Synology is fundamentally a hardware company. While DSM is polished, their hardware is the centerpiece, and it has been lagging behind for a while now (NAS refreshes, CPU choices, Ethernet speeds, etc.). - Even package updates seem slower and further apart (e.g., Docker was stuck on 20.10.23 until relatively recently in the DSM 7.2.1 cycle).

I have had a Solaris ZFS filer that I've ran for a long time (due to historical reasons, I jumped on OpenSolaris when it came out and never had a chance to move off Oracle's lineage). I moved to Synology about three years ago b/c I was sick and tired of managing my own file server. Yet, I feel like at this point the cons of Synology are starting to outweigh the manageability advantages that drew me in.

[1] https://www.reddit.com/r/synology/comments/1feqy62/synology_...

As a Synology user, I don’t just feel a huge letdown by such a short-sighted company but I’m compelled to boycott them. And it’s not about the money but the major lock-in and nonsense decisions. My DS1821+ is full, no more purchases from Synology, no further expansions, and no good publicity.