From their linked study:
"Filling this utilization gap requires us to better saturate each GPU by enabling it to serve requests from multiple models. As such, we aim to conduct effective GPU pooling. By sharing a GPU between as many models as possible with- out violating the service-level objective (SLO), GPU pooling promises great reductions in operational expenses (OPEX) for concurrent LLM serving."
The "saturate each gpu" part seems to support your idea.
It's been a long time since I read outputs from independent labs assessing supplement product purity but I was pointed towards this around a month ago:
I'm not sure who are the most trustworthy labs at this point though and maybe there's a nutritionist or someone who can give more than my peanut gallery advice.
In my opinion the ps5 controller's stupid shell and randomly placed torx screwheads makes it hard to open and work on compared to older controllers, and they use a potentiometer that's cheap and prone to drift. I've cleaned some with isopropyl and youtube guides to good effect but you'll need special screwdrivers to do so if I'm remembering right.
It's not impossibly hard but mind the plastic bits you can chip off easily if you haven't done it before!
This sounds great for social engineering but yeah it's a stretch to say exposed to remote attackers like it's 0click... and I'd imagine detection would be pretty easy if you monitor filewrites to sensitive locations or sensitive file extensions by 7zip.
POCs are described elsewhere as a pretty standard Get malicious file run through 7zip >>> Directory Traversal by spamming /../ >>> Drop a malicious DLL in System32 >>> Scheduled task to run the payload.
I bet this will be mostly just for shitting RATs onto machines via social engineering.Though there might be a nastier opportunity if a server is accepting zipped archives and running automated 7zip commandline extraction via script. That could get ugly.
My money is on heron style since they can stalk around and look down through cover:
I'm out here recycling carboard into cathedral windows and the shareholders don't even care. 😞
The custom interiors and crew based stuff is really interesting and I want to see it as a light no fire testbed if nothing else after they said it was the same core tech as their ocean faring ships.
For clarity this is windows malware, not a browser exploit.
Distributed as c++ payload, persists in Startup by writing itself there with the CopyFileA api, uses powershell to pull browser data from file system... This is windows malware that knows what files to look in for various browsers and then exfiltrates via telegram. I wouldn't have titled it like this since it make it seem like a browser exploit instead of a ball of c++ and powershell but it's neat that they cast such a wide net I guess. No mention so far of distribution method, initial exploit, or group attribution that I've been able to spot.
Original report from July: https://hybrid-analysis.blogspot.com/2025/07/new-advanced-stealer-shuyal-targets.html
Additional info: https://www.pointwild.com/threat-intelligence/shuyal-stealer-advanced-infostealer-targeting-19-browsers
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I mean if short term GPU supply is the bottleneck it will help that, but if it cooks the GPUs even faster and doesn't result in less overall compute being done it just lets smaller players with less hardware compete with hyperscalers and may not actually be savings in the long term. The unit economics being negative are still the giant elephant in the room preparing to trample them.