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PHP2Shell: Exploitation Attempts and Remediation Trends

https://www.wiz.io/blog/php2shell-exploitation-so-far
85•acossta•1h ago•28 comments

Python's experimental JIT to be removed

https://lwn.net/SubscriberLink/1102102/0c00e4d550f25f8c/
200•f311a•3h ago•113 comments

AI promised less work. I've never worked more

https://oioannou.com/blog/ai-promised-less-work/
379•oorestisime•4h ago•338 comments

Wikipedia's Cleanup of AI-Generated Content

https://spectrum.ieee.org/wikipedia-wikiproject-ai-writing-cleanup
186•rbanffy•4h ago•82 comments

Here Be Monsters: What Do You Still Need to Know When Agents Do the Work?

https://blog.adrq.dev/here-be-monsters-what-do-you-still-need-to-know-when-agents-do-the-work
48•adrq•1h ago•13 comments

Giving chat feedback gives Anthropic your data

https://privacy.claude.com/en/articles/7996868-is-my-data-used-for-model-training
73•jonpizza•1h ago•37 comments

The US Government Is Hiding Secret Court Ruling About How It Spies on Americans

https://www.wired.com/story/the-us-government-is-hiding-a-secret-court-ruling-about-how-it-spies-...
101•helterskelter2•1h ago•10 comments

Software may be getting worse, but it used to be horrible

https://www.bitlog.com/2026/10/27/software-may-be-getting-worse-but-it-used-to-be-horrible/
191•jakevoytko•3h ago•144 comments

Three new discoveries in mathematics, computer science, and physics

https://openai.com/index/building-scientific-understanding-with-academic-communities/
1046•jonluca•17h ago•582 comments

The Mythical Man-Month in the Age of AI

https://j11g.com/the-mythical-man-month-in-the-age-of-ai
315•ilreb•8h ago•201 comments

Viral Polls Are Not Representative Polls

https://kevinreuning.com/blog/polling_virality.html
6•m-hodges•26m ago•1 comments

Gforth 1.0

https://gforth.org/manual/1.0/NEWS.html
88•joshcsimmons•4h ago•5 comments

New iMac with M6

https://www.apple.com/imac/
86•notfried•2h ago•70 comments

Why Micron Is Suddenly Ditching 4F² DRAM as Rivals Double Down

https://hothardware.com/news/why-micron-is-suddenly-ditching-4f-dram
17•rbanffy•1d ago•2 comments

The Exponential Time Hypothesis Is False [pdf]

https://github.com/openai/math/blob/main/preprints/The-Exponential-Time-Hypothesis-is-False-Octob...
725•vok•17h ago•257 comments

A Stackless Floodfill Automaton

https://t3x.org/files/floodfill.pdf
9•andsoitis•1d ago•2 comments

Roblox downloaded 145GB models from us (including adult content) without asking

https://open3dlab.com/news/roblox-downloaded-145-gb-of-models-from-our-sites/
370•choult•4h ago•220 comments

Sebastian Raschka's from-scratch video course on building reasoning models

https://magazine.sebastianraschka.com/p/building-reasoning-models
788•sgiannopoulos•1d ago•105 comments

Alleged Israeli spy company targeted Starlink users

https://www.reuters.com/business/media-telecom/alleged-israeli-spy-company-heavily-targeted-starl...
57•mmaia•1h ago•6 comments

188-Year-Old Mystery of Photography's First Human Subjects Solved

https://news.artnet.com/art-world/daguerre-photograph-subjects-location-2826596
28•bookofjoe•3d ago•6 comments

Kauldron: Modular, scalable library to train ML models

https://github.com/google-research/kauldron
17•nateb2022•1d ago•2 comments

Oldest GUI application that still runs on Windows 11

https://blog.enlyth.com/posts/oldest-windows-gui-app-win-11/
496•enlyth•21h ago•293 comments

Solar power is becoming bigger than nuclear

https://www.bbc.com/future/article/20261023-how-solar-became-bigger-than-nuclear
459•geox•23h ago•647 comments

I still teach OpenGL ES 3.0

https://eliasfarhan.ch/graphics/cpp/2026/01/27/why-i-teach-opengles.html
116•majorchord•13h ago•71 comments

CSS-Tricks has a new owner

https://css-tricks.com/css-tricks-has-a-new-owner/
526•edent•23h ago•109 comments

Type Server Protocol

https://github.com/microsoft/pylance-release/blob/main/docs/tsp/type-server-protocol.md
259•adamnemecek•21h ago•172 comments

Writing about pratt parsing so I remember it

https://www.unix.dog/~yosh/blog/2026-10-25_pratt-parsing.html
71•dverlaeckt80•9h ago•6 comments

A Printer Printing onto Paper

https://twitter.com/macrofying/status/2112904628509528219
174•MrBuddyCasino•4d ago•42 comments

How to grow a cacao tree at home (2024)

https://www.cocoterra.com/guide-on-how-to-grow-chocolate-at-home/
127•felipevb•1d ago•39 comments

Cross-request KV cache exposure in the GLM-5.3 Workers AI model (155 responses)

https://blog.cloudflare.com/kv-cache-exposure-remediation/
164•wondersky•16h ago•66 comments
Open in hackernews

New iMac with M6

https://www.apple.com/imac/
85•notfried•2h ago

Comments

cyberpunk•1h ago
24” and 60hz…
newsclues•1h ago
Perfect for the target audience!
ComputerGuru•57m ago
It’s intentional product segmentation. Just like Intel not shipping ECC for client SKUs when DDR5 design makes it really necessary.
close04•13m ago
> Just like Intel not shipping ECC for client SKUs when DDR5 design makes it really necessary

The ECC in DDR5 is on-die ECC and that's not "real" ECC, it's what DDR5 needs to not fail. Side-band ECC is the standard method, employing extra memory chips and 72bit memory. OEMs mix these in the marketing materials to fool the users into thinking they buy the better option.

bel8•54m ago
My wife used to mock me for being adamant about 120hz+ monitors, until the day I had her try my 200hz monitor for an entire day.
Mashimo•44m ago
I read similar reports so many times, when I got my 165hz screen I got disappointed. I also disable it on my phone to get more battery life. Different folks, different strokes.
aeyes•29m ago
What phone is that? I thought they all had variable refresh rate nowadays.
snowram•13m ago
I wish I could be like you, because going back to 60Hz feels like everything is stuttering for me.
cosmic_cheese•10m ago
I switch between a variety of displays throughout my day, ranging from 60hz up through 240hz and yes there’s an obvious visual difference, but I adapt to it in a matter of seconds.

It’s nice for games but I don’t really care for productivity use. In fact in that situation I’d take integer-scaled HiDPI density over refresh rate in that scenario.

cbg0•5m ago
Never thought I'd meet someone who's eyes can't see "more than X Hz anyways".
Xeoncross•1h ago
We're getting close to local AI being really useful. Before the M1 is dead we might have already seen a huge shift. In my mind, there are two types of macs: those that have the bandwidth to run local models (Max & Ultra) and those that don't (Base & Pro chips).

The generation doesn't mater as much to me as the memory bandwidth. When that day comes, I'd rather have a M1 Max 64GB over a M5 Pro 64GB.

apples_oranges•1h ago
..really useful on a Mac. FTFY
wslh•1h ago
> I'd rather have a M1 Max 64GB over a M5 Pro 64GB.

I am one of those: bought the M1 Max with 64gb thinking in running VMs, afterward bought a lighter Air with less memory and ended up using the M1 Max as a kind of luxury for LLMs and multicore computing.

mikae1•51m ago
Considering the insane memory price surge it's going to take years (or an eternity) before most people will consider upspecing their machines to run local over paying $20 per month to have the honor to loan a slice of Altman's hardware.

The only hope we have is the AI bubble bursting, but that will undoubtedly come with its own set of macroeconomic surprises.

colechristensen•45m ago
The ~$1T/y AI capex isn't remotely sustainable. Memory fab capacity will go up, AI datacenter provisioning will go down, prices will become reasonable.
wombat-man•1h ago
I wish they would put these colors on laptops.
ex1fm3ta•1h ago
they put some on macbook neos ... But one thing for sure, Apple reserve those flashy colors for entry levels models (Ipad 10/11th gen, Macbook Neo).
HelloUsername•1h ago
I'll wait for the M7 iMac with OLED and then never buy it
ex1fm3ta•1h ago
it will cost a kidney + Apple would remove the keyboard and sell it back to you for 499$.
domoregood•53m ago
They'll sell the kidney or the keyboard back to you for $499?
fourwood•41m ago
Yes. And we think you're gonna love it.
abirch•38m ago
I can't even get a Temu kidney for less than $999, no way there's an iKidney for less than $30,000
Aurornis•39m ago
Too relatable.

Though I have had good results buying 1-2 generation old refurbished Macs as my secondary machines or for family members who don’t need cutting edge everything.

It’s even more valuable now that Apple silicon of every generation is more than enough to run every non-power user use case short of newer video games.

declan_roberts•
ex1fm3ta•1h ago
I still think those expensive Apple monitors (which even had RAM) were intended to be 'iMac Pros,' but due to stagnant growth in the all-in-one market, they never saw the light of day.
phgn•1h ago
The title text animation is really cute, props to whoever made this!
ale•1h ago
I wonder why the iMac still has that chin design and small panel. They’ve been producing displays for long enough that the iMac and Studio Display should have the same form factor.
mdasen•49m ago
The chin is where Apple puts the logic board and speakers for the iMac. Yes, they could move that behind the display, but I'm guessing that'd make the display thicker (which they wouldn't want) and make the thermals harder. It's certainly something they could engineer, after all the iPad has its logic board behind the display. But it's not like the chin serves no purpose and it probably helps with the thermals and sustained performance and probably makes it easier to engineer everything for what is probably one of their lower volume sellers (compared to iPhones, iPads, MacBooks).
eddieroger•35m ago
It'd be interesting if they used that power brick tether to drive the display similar to the Samsung Frame, which takes power and signal from a fiber optic cable that runs really easily in a wall. If they could shuttle Ethernet up the power cord, they could send video signal back, too.
saysjonathan•33m ago
I worked for an AASP in the early 00s and I questioned this, considering that previously the logic boards were actually housed behind the display for both PowerPC and Intel models[0]. This does appear to be mostly true[1] (some of the logic board pokes up beyond the chin).

0: https://www.ifixit.com/Teardown/iMac+Intel+27-Inch+EMC+2309+...

1: https://www.ifixit.com/Teardown/iMac+M3+24-Inch+Teardown:+Ap...

synchrone•1h ago
They are _still_ featuring magic mouse on the promo photos for the iMac

https://www.apple.com/shop/product/mxk53am/a/magic-mouse-usb...

jtbaker•46m ago
I love the magic mouse, had one going since 2016 and it is still great. Not a fan of their keyboards but the swipe + scrolling exp. on the magic mouse is great IMO.
everdrive•1h ago
The panel is incredibly thin, but the base is a few inches, and the amount of space it will take up due to tilting the display is also a couple of inches. After a certain point, thinness is a meaningless aesthetic choice that serves no function whatsoever.
anentropic•43m ago
it is a piece of furniture though, so aesthetics matter
spider-mario•35m ago
You can get it with a VESA mount instead of the base.
sscarduzio•31m ago
Thinness has been frivolous aesthetics since Steve Jobs times. A thicker laptop will always mean better thermals, more silence, more battery, repairability, more ports.
stirlo•59m ago
Still 24 inch screen in 2026. You can get a 27 inch panel for far less than a stick of ram these days. Why not give us a decent sized screen!
cosmic_cheese•15m ago
They seem to want those who would’ve bought a high spec iMac (or briefly, an iMac Pro) to instead buy a midrange-or-above Mini or a Studio instead. With the M-series, the iMac returned to its roots as the “family computer” or “grandma email box” kind of machine.

It’s too bad. A high end iMac still holds a lot of appeal, especially for those seeking clean desk setups. I’m using an MBP hooked up to dual monitors through a dock right now and it’s fine, but I do miss how clean my desk was back when it was a VESA mounted iMac Pro and companion monitor.

booty•9m ago
I was just thinking the same thing. The M-series is so good, the demand for uber-desktops is smaller than ever. And all professionals I know truly want/need the portability of a laptop.

    the iMac returned to its roots as the “family computer” or “grandma email box” kind of machine.
And receptionists! Don't forget receptionists. :)
cosmic_cheese•4m ago
My preferred setup would be a semi-beefy desktop paired with a highly mobile laptop, which with the current product line would be something like a Studio (or a high end 27”/32” iMac, if such a thing existed) and 13” Air. I ended up with an MBP due to constricted availability of the Studio/Mini, though.
booty•13m ago
bitexploder•51m ago
Waiting for 512 GB Mac Studio M5 Ultra still. I guess they are rolling things out now, it has been expected for late October.
zf00002•25m ago
The M5 Ultra with 256GB went from a early Dec estimated delivery to Feb now. I wonder what the 512GB lead time will be.
geff82•44m ago
Waited for it so long but.... still no memory option for more than 32GB. It would be nice to have some kind of a pro model.
Aurornis•41m ago
The M6 Pro and Max variants with higher memory support have been dropped in favor of accelerating M7.

This has been reported for many months. Sorry if you missed the news, but if you need a much higher memory variant the M5 Pro/Max are what’s available this cycle.

iAMkenough•36m ago
They’re looking for an iMac Pro. Sorry if you didn’t catch that, but M5 Pro / Max are not available in iMac form.
verdverm•26m ago
the laptop has up to 128G as an option, but also pushes towards 10k for a laptop, insane
jmull•29m ago
I love these things. Never going to buy one. But I love what they are doing with them.
dopa42365•5m ago
How many watts are you saving with that, realistically? If that few minutes of extra battery is a game changer, you need a bigger battery, not a worse screen.
bilbo0s•49m ago
>The generation doesn't mater as much to me as the memory bandwidth

I don't know man?

The generation kind of does matter. I'm not gonna lie, matrix multiplication units speed things up considerably. That hardware confers a material change in capability.

Maybe from M5 up, it doesn't matter? But you're definitely going to notice the difference between M1 and M5 for instance.

bitexploder•43m ago
Local AI already is really useful. This has been true since Qwen Flash Next and Qwen 3.8 27B rolled out. The struggle with exactly 64GB of unified RAM is that you end up having to stream the engram table from SSD because you will need almost all of your 64GB to run QFN. A 27B dense model still runs a little slow, even on an M1 Max Mac. However if you have even an older gaming GPU with 12-16GB of RAM and enough system RAM you can run this model (QFN) at a very respectable token rate and intelligence level. It is a Sonnet 5 class model you can run at home. There are new quantization techniques that make these models very good at agentic tasks.

And now if you stretch you can run DeepSeek Flash 4.1.

And if you were willing to roll up your sleeves you could build your own AI lab at home and run this model and models like GLM Flash 5.3 and DeepSeek Flash V4.1 at lower quants. The budget GPUs (like V100) are kind of not budget now, but still <5K to acquire 128GB of fast VRAM that can compete with a 5090 and actually has a lot more interesting options available IMO.

jonatron•37m ago
Can share a good way of running Qwen 3.8 27B (or similar) on 16GB VRAM? I've been trying but I end up with either a heavily quantized model or a small context or a slow speed.
jmkni•28m ago
AI harnesses like Claude will set it all up for you, you can just say "I want to run a localllm on this machine" and it will find the best one for your hardware and even help you fine tune it etc
bitexploder•22m ago
You will end up with a sub-par result. The space for small models is more specialized and specific and you should optimize to the specific task and or tasks you want to do. It will get some local model working, but there are a lot of interesting small models in the 4-10B space to look at and play with for your specific tasks. If you expect a full agentic coding agent it's just not going to happen without a larger model like Qwen 35B and ... that is not that great by today's standards, even Muse Glimmer is better.
bitexploder•24m ago
Dense models are not well suited to this. Depends on your system, but most inference engines let you put the KV cache on the host. They should let you use "Q8" KV cache format as well which takes half the storage of bf16, the default format. You essentially are stuck at having to fit the entire dense model into VRAM because it must compute across the entire model every token. Without it being in VRAM it is slow. MoE models such as Qwen 35B with 3B active parameters are much friendlier to limited VRAM systems. This is why you see systems with 16GB of VRAM running something like DeepSeek Flash if they have a bit of spare system RAM. Usually not at any good token rate, but tolerable.

Dense models also don't like quantization as much and are less tolerant of it. There are some very interesting smaller models like https://huggingface.co/nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4... Dory that I would check out. You need system RAM or to stream a larger MoE model from disk and it won't be fast. You need to specialize the models some to get quality results if you have very limited system resources.

origini•23m ago
The easiest thing to do (takes 5 minutes) is to use LMStudio and then search for the model inside LMStudios UI.

It will show you on the model selection IF a model fits and if you use a "Qwen 3.8-35B-A3B" type of model, it should just work out of the box. A3B stands for Active which means you need a lot less fast ram.

You will run into issues fast though: If you have big tasks for it to do, your pc/mac will get warm very fast and noisy and you will cosume relevant more energy.

And as you mention: yeah small context!

Its still not that practical in my opinion.

Grombobulous•15m ago
If you have enough system RAM (64GB), you can run Qwen 3.8 Flash Next with a GPU as small as 12GB, this repo is pretty amazing:

https://github.com/Niko1221/Strata/

My setup is a Ryzen 3600, 90GB DDR4 allocated to a VM (don’t even really need that much, just had it available, special thanks to the year 2024), and an RX 9060XT 16GB ($500 GPU).

I get around 40-60 tok/s depending on the quantization level I choose.

As you can see, the CPU is nothing special, don’t even need DDR5.

brandall10•39m ago
That's only part of the issue - prefill is horrible prior to M5 class chips.

So it depends on what you're doing. Using it for a fun oracle without feeding it too much context per turn? Sure, an older Max chip is great.

As a coding agent doing meaningful work on a sizable project? Compared to a cheap as chips cloud option, it will take an order of magnitude more time to complete.

johng•33m ago
Still on my M1 Max 64GB from release date. Love it. I don't do local AI but this laptop runs so cool and fast I have no reason to upgrade. They really knocked it out of the park on the design.

It feels just as fast as day 1 and I've never had any speed issues. Say what you want about Apple and their pricing and ecosystem but I've been using their hardware for over 20 years now and it's always been top notch.

If you buy their support/AppleCare, your support and warranty is excellent too. They don't skimp. I've seen them go so far past the extra mile it's unreal.

dirtbag__dad•23m ago
This is also my experience, but when I saw how few tokens/second with a large model it gets locally I was bummed. I’m wondering if I’ll be obligated to upgrade in the near future
kilroy123•22m ago
Interesting. I have the same machine w/ same specs. I find it sluggish. I think it depends on what you're doing.
alasano•9m ago
What are you doing with yours? I recently started using Android/iOS emulators locally and combined with anything else my M1 Pro 32 GB feels unusable.

Definitely grabbing 128 GB + for the next machine.

origini•28m ago
Puh i don't know, there might be plenty of new/better chips coming out for AI next year or in 2 years.

Isn't it also rumored that the M7 is reworked for AI?

And Xiaomi announced their AI Cube with 1.2t of bandwidth. Just because Nvidia is protecting its business by giving consumers either compute or bandwidth and Apple being something in between, doesn't mean we can't get both a lot better balanced.

vadansky•22m ago
Yeah, the price is so high and things are moving so fast I don’t wanna risk committing to something that becomes obsolete in a year. I wanna see the rumoured M7 first. Hopefully hardware demand doesn’t make waiting a stupid decision…
alasano•11m ago
These M7 rumors and that they're skipping the M6 Pro/Max rumors are really making me try to stretch my M1 Pro until next year.

I'm gonna max out most of the specs on the next one I get, would feel insanely wasteful to do that now.

38m ago
Wait until the ProRes version comes out before you sleep on it permanently.
I feel like in 2026 maybe they realized that "pro" users (engineers, designers) mostly just want laptops + external monitors anyway. The Apple Silicon CPUs are so f'ing good, the % of people who need an uber-desktop is smaller than ever.

24" is a good size for casual users which is the main market. You can have two roomy-ish GUI apps (two web pages, etc) side by side.

hyperbovine•8m ago
Because then they can't sell you their overpriced 27" screen.