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There are a number of on-demand providers of GPU compute out there. It is relatively straightforward to run inference on them.

I've got a box of 8x MI300x sitting around waiting for stuff like this.

$128...

8x MI300X Bare Metal - $15.94/hour (1 available) CPU: Xeon Platinum 8462Y+ (64 cores) • Memory: 2.0 TiB • Disk: 124 TB • Minimum Reservation: 8 hours

ssh admin.hotaisle.app

(i'm ceo)


"We are improving and enriching the connections between the Java virtual machine and well-defined but “foreign” (non-Java) APIs, including many interfaces commonly used by C programmers."

Where does it say "innovating"?


They are doing something new in the language -> innovating.

JNI was always the wrong way to do FFI. FFI should require no changes or wrappers in the native code; anything short of that is unnecessary and inefficient. Yet, somehow, in Java land, this is still the norm in 2026?

I'd really want to love Java, but man, it has a long laundry list of warts and a near-zero pace of innovation.


>They are doing something new in the language -> innovating

You're just playing with words, confusing two scopes of "innovation" to maintain your argument.

In typical use innovation in a programming language means adding something new in general (meaning across other languages too, or e.g. only seen in niche or reaches languages up to that point).

Nobody calls Python adding some feature "innovation", unless that feature is something noval conceptually or was not seen in other major languages.

Nobody in Java land says Java is "innovating" in this sense with these changes, either.

Yes, innovation can also technically mean "add something new" even if it's just new to the language. But that's not what people use the term for, and it's not what we typically call an innovation in HN either.

And of course, nobody in Java HQ used the term innovation for these changes, whether in the standard sense, or this more limited one, to make sense for you to call them on that.

So no, this is not what passes for innovation in Java land, and nobody claims that. This is what passes for a "long overdue incremental improvement".


> Yet, somehow, in Java land, this is still the norm in 2026?

FFM (what this article refers to) was released some releases ago. So what is the issue? If you mean what 3rd party libraries use - is that a concern to you? That's like saying there exists legacy code.

> it has a long laundry list of warts

It's such a surprise because you haven't even mentioned 1.

> and a near-zero pace of innovation

Garbage collection? ZGC?


If you include a word like innovating in quotes it typically implies that you're quoting it from the link. It can also signify irony, but in a context like HN where we're discussing a published article, it's often ambiguous.

As for Java, I'd agree that its pace of advance was pretty glacial during the Sun era, but from what I've seen has picked up considerably since the Oracle acquisition and Brian Goetz became architect.

And however bad Java is, it's nothing compared to JavaScript. It takes a decade just to add new a library function, and every new syntax proposal is DOA.


This isn't new or innovating. This is "improving and enriching".

You're unfairly trying to hold making improvements against them.


> 3) Removed recovery phone

Never put your phone in there in the first place. You can actually skip that step.


hotaisle.xyz has amd mi300x VMs for $1.99/gpu/hr. on-demand, billed by the minute.

(i'm the ceo)



According to SemiAnalysis, it is akin to getting a FAA certification.

https://x.com/HotAisle/status/2035062702587232458


One of the mentioned apps, Bartender, was sold to a third party [0].

[0] https://news.ycombinator.com/item?id=40584606

I think they've cleaned it up since then [1], but in the age of supply chain attacks, very concerning. Personally, even as a paying user of Bartender, I moved to the open source solution, at least I can watch the github for changes.

[1] https://www.macbartender.com/b5blog/Lets-Try-This-Again/


The other mentioned app, Ice, is unmaintained and no longer works on Tahoe. There's a maintained fork called Thaw.

Thanks, I'll check out Thaw. I've been using Ice without problems:

https://github.com/jordanbaird/Ice/releases/tag/0.11.13-dev....


I made it so that anyone who writes mermaid in HN comments, can see it inline comments, when the OJ extension is installed.

https://oj-hn.com/assets/mermaid-light.png


I worked at Pivotal Labs where hundreds of developers pair programmed every day, all day. It works, the trick is learning how to get out of your head and communicate with your pair in a way that two brains works better than one.

I agree, it isn't for everyone.


There is a mention of tummy.com and a man, but it is owned by Evelyn Mitchell.

https://www.linkedin.com/in/evelynmitchell/


I am that man at the Usenix conference.

Cool, are you related to tummy then? I'm just trying to clear up my own confusion.

As much as anybody these days, since tummy.com shut down 3-5 years ago. I left a dozen years ago. I'm the one that wrote the scanning extensions to xv that were mentioned in the posted article. Evelyn and I were co-owners for the first ~22 years.

Oh wow, thanks for the context and your work!

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