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>The development comes a little over a year after the tech giant [Google] disclosed that its transition to Rust led to a decline in memory safety vulnerabilities from 223 in 2019 to less than 50 in 2024.

>The company pointed out that Rust code requires fewer revisions, necessitating about 20% fewer revisions than their C++ counterparts, and has contributed to a decreased rollback rate, thereby improving overall development throughput.

>We adopted Rust for its security and are seeing a 1000x reduction in memory safety vulnerability density compared to Android's C and C++ code. But the biggest surprise was Rust's impact on software delivery," Google's Jeff Vander Stoep said. "With Rust changes having a 4x lower rollback rate and spending 25% less time in code review, the safer path is now also the faster one

>With roughly 5 million lines of Rust in the Android platform and one potential memory safety vulnerability found (and fixed pre-release), our estimated vulnerability density for Rust is 0.2 vuln per 1 million lines (MLOC).

>Our historical data for C and C++ shows a density of closer to 1,000 memory safety vulnerabilities per MLOC. Our Rust code is currently tracking at a density orders of magnitude lower: a more than 1000x reduction.

https://thehackernews.com/2025/11/rust-adoption-drives-android-memory.html
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>>
>>107710735
>I can write a babby tier control loop
Why are "embedded devs" so fucking painfully retarded? Is this why they're always paid well below market and can't even figure out how to use VCS?
>>
>>107717211
https://files.catbox.moe/hyn2wm

>>107717394
A Vec doesn't allocate until you write to it so on the mmap path it doesn't do anything. I define the variable in the top-level scope so it stays alive for long enough.
You could write this instead:
    let mut input_buf;
let input_map = unsafe { memmap2::Mmap::map(&io::stdin()) };
let input: &[u8] = if let Ok(input_map) = &input_map {
input_map
} else {
input_buf = Vec::new();
io::stdin().read_to_end(&mut input_buf)?;
&input_buf
};


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>>107719223
tidied up a and used writev instead of fwrite, a bit better now https://files.catbox.moe/fqehlc.c
happy new year
>>
>>107719970
Happy new year!
>tidied up a and used writev instead of fwrite, a bit better now
This one doesn't work for me, it gives EINVAL whenever a bucket has more than IOV_MAX=1024 vectors.
In the Rust code I don't make an iovec for each individual line, that was slower when I tried it. I allocate a big concatenated buffer per bucket in the parallelized section and then do a vectored write of those buffers.
The vectored write seemed to be just barely faster than one write per bucket but that's plausibly measurement noise. Being able to parallelize the buffering was a bigger deal.
>>
>>107720378
>it gives EINVAL whenever a bucket has more than IOV_MAX=1024 vectors
huh
I'll take a look later

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Are we ever going to see the release of the first fully American smartphone?
>>
>>107720352
Pretty sure they back-walked the America only part. As it is now, they're just a MVNO and it's probably just jeet contractors running even that part.
>>
>>107720369
>now, they're just a MVNO
you have to be more CFBO to SRMO with us, mr CFO
>>
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>>107720369
is there anyone in Murica could even manufacture such a contraption? More Truth in Trumps Bible than his bs claims.

Everyone mad at AI for RAM prices, soon we won't even be able to afford internet because all the fiber optics are gone.
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>>
>>107720055
>so when the war is over
it will start again
will not be any different
will be exactly the same
>>
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>>107720216
>will not be any different
>will be exactly the same
You mean...
>>
>>107720055
armies are exempt from having to deal with pollution, CO2 budgets and all that pleb nonsense. they can do whatever the fuck they want.
also remember to take shorter showers and use paper straws
>>
>>107720360
>also remember to take shorter showers and use paper straws
and don't rape that young cute girl just because you can easily overpower her
>>
>>107720428
Imagine all that NTR that's going on, on both sides
Raping someones daughter or wife in front of her father or husband at gunpoint

Getting blown up by a drone sucks but sure worth it

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We need to bring back 4:3.
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>>107719063
3:2 looks like a better choice. I don't see the point of autistically sticking to the golden ratio.
>>
>>107719673
>YHWH will remember that
>>
>>107719063
I agree with you, but is it really the display that needs to be in this format, or the actually useable working area, i.e. display subtracted by the task bar? what about toolbars in applications, like the browser?
>>107719550
deboonked, the whole display needs to be in the primary field of vision, i.e. it must be seen by both eyes. so the predator is the one with the widescreen
>>
>>107718925
>>
>>107719550
that's for curvefags maybe

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>US chip giant Nvidia announced Thursday that it would build a planned “multibillion-shekel” research and development campus in the northern town of Kiryat Tivon, bringing thousands of jobs to a region outside Haifa with designs of creating a tech hub.

Hmm
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>>107718568
Never underestimate the stupidity of midwits, they are the worst of both words. They lack the wisdom of down to earth blue collar workers while also not being intelligent enough to figure certain things out. It gets worse in tech workers, they get told they're smart all the time which makes them arrogant because they're not quite smart enough to understand that they aren't actually extremely intelligent, people only tell them that because tech work can be indecipherable to laymen.
>>
Israel are based Jews, they're far right. Not the people writing about "White Fragility" on news sites. Those are usually traitors protesting in FAVOUR of Palestinians.
>>
>>107718043
you americans were always jews, why are so many of you surprised? After all, look at your dick, its very small (<20cm) and you have also mutilated it by cutting a part of it for some degenerate reason.
>>
>>107718568
What makes you think he had a choice?
>>
>>107718043
Cost of doing business in the US. This is just a roundabout way to buy politicians in the US.

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>>107655260
Don't buy anything OTHER THAN IBM/Lenovo ThinkPad T, X, and W/P Series if you want the Real Business Experience™
>Other business laptops are welcome in /tpg/ (Dell Latitude/Precision, HP EliteBook/ZBook)

Why ThinkPad?
>Used machines are plentiful and cheap
>Excellent keyboards, tactile feel and quiet + the TrackPoint
>Great durability: magnesium roll cage for structural integrity, with high quality plastic body panels
>Utilitarian design: e.g. indicator LEDs, 7 row keyboard layout on older models
>Docking stations that easily turns your laptop into a desktop
>Easy to repair (most models), upgrade & maintain thanks to readily available service manuals for every model, spare parts easy & cheap to obtain
>Excellent Linux & *BSD support

ThinkWiki - General info about ThinkPads/specs
https://www.thinkwiki.org/wiki/ThinkWiki

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>>
>>107716788
Price?
Looks like a generic E series-tier laptop desu.
Also why does it have the numpad in some pics?
Are Ebay brownoids really this lazy?
>>
>>107700638
There was a attempt to crowdfund an ExpressCard to M2 SSD adapter specifically for thinkpads (the brand was Thinkmods), which might've been interesting to you, but I don't think they ever shipped anything IIRC. There are similar chink devices though.

The ExpressCard to M2 NVME will not have NVME speeds, due to the ExpressCard's speed limitations, which is about the same speed as SATA II. You get extra storage that's about the same speed as your regular SATA drive, but it's extra storage.
>>
>>107720006
Correction, on the X220/X230 you should get SATA III speeds. It's probably still a waste to slot an especially fast NVME in there
>>
Is there a tierlist or infographic for the best models for what prices? Just need it for cap cut video editing or PC replacement when im working outside of the house. Dont want to spend too much on it
>>
>>107716057
>24GB
40 GB works, but good luck getting a 32 GB stick for a reasonable price.

>>107716753
I would say no later than T14 G2. It's the last model that's remotely tolerable when switching from a T420 keyboard.

>>107719618
Ignore it. It's always lurking waiting for an opportunity to say
>>amd
>nope
The only reason to avoid AMD on this model is if you need a discrete GPU.

>>107718595
You can put any screen up to FHD. The hardest part is ungluing the bezel from the stock screen without damaging either.

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when do you think it will be socially acceptable and safe for NPCs to finally accept AI? what would need to happen for them to suddenly do a 180?
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>>
>>107720108
>creating slop text isn't a real task
there's literally an entire world of corporate office pen-pushers that do exactly that while being paid a salary.
their entire work is about writing emails, making slides for their infinite meetings, designing a 100 and one internal corporate reports and slacking in the meantime.
all of this is what AI does effortlessly, it might even do it better than your usual corporate drone.

>>107720108
>claude chatgpt grok
all of these are shit after the release of Gemini 3 Pro. well, until one of them releases the next gen of AI models.
GLM-4.7 is a good competitor though, for now.
>>
>>107720194
no, their work is to be a flunky to the man. there's a specific man they suck up to. the man sucks up to another man all the way up to ceos.

if there are no flunkies, who the fuck's gonna sit through all that bullshit?
>all of these are shit after the release
literally all llms are the same since chatgpt came out. image generation improved. llms, not really.
>>
>>107720233
>their work is to be a flunky to the man.
we are talking about corporate headquarters that can take entire buildings, CEO don't care about entire floors of people and what they do as long as they look busy or prepare flashy reports, you only need to suck up if you need to get promotions and such. Otherwise, these people are getting paid for doing bullshit nevertheless. It's basically adult daycare at this point. With AI they could replace your usual Strategic Integration Division, Legacy Asset Management Office, Statutory Reporting & Governance Assurance Department etc.

>literally all llms are the same since chatgpt came out
then you are not using them enough to notice the difference.
the video that I've referenced here >>107720020 demonstrates clearly how much progress has been done in comparison to previous gen.
>>
>>107720311
>we are talking about corporate headquarters that can take entire buildings
yea and kings used to have palaces. there's a lot of flunkies, what can i say.
>then you are not using them enough to notice the difference.
o am well aware ai never sleeps. is there a video where an llm completes some sort of task? little crappy demo it stole off github isn't a use case. i try to get chatgpt to write the features i actually need, and it never fucking works. at best it can just suggest a framework, if the feature already was solved.
>>
>>107719987
nigga, try the new AI tool by google
The bot don't read the whole text, instead it do text search by making scripts. It can also do simple interactions with browser. With moore law o algo it won't be long before the bot could use the whole computer or phone

They still want $150 for one of these things, even after all these years.
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>>
>>107720368
Just buy a cheap Casio you dolt they are a third of the price and just as good/better
>>
>>107720368
Specialization tools are expensive regardless of their cost, just because whoever has them can pay a shit ton for them.
>>
I've never found a usecase for these after school but I'm also not working in a stem field. Where do people actually use it?
>>
>>107720394
Why wouldn't I just download a random graphing app?
>>
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>>107720402
They were very useful (and expensive) if you lived 1970-1990 and worked a STEM field. Today? Just a cool piece of tech that is still practical for exams, really.

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https://flathub.org/en/year-in-review/2025
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>>
>>107710195
is flatpak really needed if i have arch? is it better or soemthing
>>
>>107720196
Flatpaks are a distro-agnostic way to distribute packages with some additional sandboxing and Android-like permission controls. They're an option if something isn't in the Arch repos and you don't trust AUR.
>>
>>107720145
User error and/or made up story. (likely latter)
>>
Why should *I* do it, though?
>>
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>>107711910

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Does anyone know anything about Comcast's repeat infringer policy specifically? I've gotten some DMCA notices lately and can't be fucked to get a seedbox/VPN until I have no other choice.

As far as I can tell, the following are true:
>Although nor foolproof, you're significantly, significantly less likely to get a notice if you stop seeding immediately after the download
>I've only gotten notices from Paramount, other companies either don't send them or don't do so very quickly
>Comcast has a nine-tier system, and you only trigger a new tier after getting multiple DMCA notices in a calendar month
>Tiers 1 to 3 or 4 are just emails
>After that, you start getting popups and might have to call Comcast to get them to go away
>Tiers 7-8 shut your internet off for 8-24 hours or until you call them and promise to stop
>Tier 9 gets you a 180-day ban from Xfinity services

I have these questions
1. Can the tier system activate only once a month at the end of the month (the only time I got a tier upgrade/warning email was one time at 10 AM near the end of the month), or can it go up multiple tiers in a single month if you keep racking them up?
2. Do tiers go down if you've stopped torrenting or haven't gotten caught for a few months to a year, or will you go to tier four if you were at tier three and download two torrents four years later?


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>>
Just ignore emails. Do not deny or agree to anything related to this.
>>
just switch ISPs
>FCC considers having 1 (one) ISP to choose from "competition"
kwab
>>
>>107716758
>>107716809
They'll cut your internet off if you "just tell them to fuck off" or "just ignore it". They're not going to care. They have a policy, and they'll enforce it; the key is just to work around it.
And it's pretty lax compared to most of the other major providers. You get one freebie a month, you get a bunch of warnings before they do anything, and the vast, vast majority of stuff you download isn't counted.
>>107718868
I like their speeds, though. I'm going to keep doing it this way until I absolutely have to pony up for a VPN or IPT account, but I'll do those things before I switch.
>>
>The absolute state of America where Hollywood controls your internet access

Drink verification can to resume internet access.
>>
i feel like a lot of posters ITT missed OP's point. he's being subversive and pushing his luck on purpose to see what he can get away with. these are things I generally support, for sure when they're aimed at telecoms
>>107716809
oh yeah, just like if I get pulled over without a license plate or driver's license I can just say I'm exercising my right to roam freely as a sovereign citizen. good luck with that anon
>>107716691
for certain they'd be obligated to notify you if you got bumped up multiple tiers in a month. sorry I can't give more specific info but these policies are deliberately opaque, as you already know

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>A zoomer will now educate you on how the internet use to be
Why do zoomers pretend to be nostalgic for a time they never experienced?
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>>
>>107718337
> You shoved a screen into their hands when they hit 3 years and since then that's all they interacted with.
who’s you here?
you mean their parents, Gen X?
>>
so are gen z the kids bron from like 1997 that I keep hearing about that DID grow up with a smaller, less centralized internet, and DIDN'T have ipads and shit, or are you guys calling "gen alpha" (brainrotters) gen z and confusing the two again? Or is this all just you fags getting mad that someone is talking about this stuff without marvel quips every 20 seconds?
>>
>>107716918
>>107717124
For me its
>Back in da 90's where internet was le wild west
Grind my gears every single time
>>
>>107720306
I'm of the opinion that everyone born after me (1990 and beyond) is wrong and bad. Now, that's just fact —which is a little confusing because it's also mirrors my opinion— but I don't make the rules. Every single soul born after me is wrong and does things the wrong way, they have trouble reading clocks or they didn't pirate via newsgroups so they don't have souls.
Likewise I understand that to people born in 1988 that I am the cancer and I don't disagree, that's the way of the world they grew up in different times.

What we can both agree on (I hope) is that regardless of 1988 or 1989 the problem is in the 1987'ers who got on the tech train too late in 2003 or who got online after dialup. So in that respect while someone who is born in 1990 is wrong on an ontological level, they can be okay if they went hard enough and picked up the computer at relatively the same time as myself and were interested in the same fields.

None of us are really going to get on board with youthful social media influencers who grew up with the internet after WoW catalysm or XI post WotG.
And being older doesn't make one superior, you can revoke your right to being accepted in society by doing stuff like starting a youtube channel or installing discord unironically.

Generation is a state of flux but there's one constant: Most of the people born after 1990 are faggots and everyone born post 9-11 has no soul.
>>
>>107716975
you are on 4chan, loser

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How over is pc building for little timmies?
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>>107707226
funny think is none of these fuckers play games. they'll play souls shit so they can spam git gud on discord.
>>
>>107719889
No? You'll be renting from cloud computing like the rest of us while your fancy toy computer gets confiscated.
>>
>>107719890
I am hooked on Black Desert, it's about $100 a month habit. Still cheaper than my cigarettes.
>>
>>107704530
benchmarks or gtfo
>>
>>107717403
I had a T2300 carry me from 2010 to 2021. Software became too lardassy to run on 32 bit windows. In just 4 years I've upgraded twice just for more vram. Where does it end with these kikes?

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I use QubesOS with detached boot partition on 2 duplicated USB drives with any data that rests on the SSD/HDDs being encrypted with LUKS2. Whonix gateway is proxied through a VPN qube to hide Tor IPs (can't hide communication patterns) without bridges since bridge IPs can be farmed. Sometimes Tor through I2P outproxy or vice-versa or with different anonymizing network overlays. Clients used for browsing are only opened in on-RAM ephemeral qubes with no access to permanent storage. Attack surface is quite minimum since no extra things added like USB mouse and no PV qubes (aside from sys-usb and sys-net) are used for launching HVM qubes with qemu stub domains unless very necessary and every other qube on the system gets shut down first to keep information leakage minimum. A veracrypt volume with hidden storage on a permanent qube for data storage and plausible deniability.

what's your setup like?

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Discussion of Free and Open Source Text-to-Image/Video Models

Prev: >>107710110

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, Upscalers, & Workflows
https://civitai.com

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>>107719962
why can't any of these retards document their shit properly? the workflow he provides requires patreon models and the info on the left side fails to answer the question on how to use this thing. and it's a gguf which is like a different breed of species. the link sends you to a high version but apparently you need a low too? pure retardation. my normal wan 2.2 i2v just works.
>>
>>107718348
>Wan 2.2 SVI
it like base wan does not do scene cuts very well, it will change characters appearance too much imo. It handles moments when their face is hidden between clips but an actual | cut to still changes the person's face some what, probably something to do with wan it self, i suspect wan goes into T2V mode when doing a cut scene, oh well its just best to avoid them.

all actions should be performed one at a time and use simple prompts but you probably already know that. At least that is the case for I2V.

I don't know the right combo of light lora's but lets just say i went back to using base wan and light lora's to see if they would be any better and it completely fucking mangles shit, so i don't know how or what this guy did.

https://civitai.com/models/2190659/dasiwa-wan-22-i2v-14b-tastysin-v8-or-lightspeed-or-gguf?modelVersionId=2466604

so that is why i recommend it because it just works so well.
>>
>>107720379
hey, i'll help you out later in the day, i'm working on an also perfect looping workflow for SVI as in no long chaining of prompts and samplers. I'm not getting quality loss despite using the same seed between clips that others are reporting so i'm on to something good here. The only issue I'm getting is micro jumps between clips when i merge them using an external ffmpeg script because that is faster... But I see in the SVI workflow provided here

https://www.reddit.com/r/NeuralCinema/comments/1pyeoci/svi_20_pro_wan_22_84step_infinite_video_workflow/

its using some kj node to combine clips with some kind of 5 frame over lap that i don't understand what its doing, so maybe its interpolation of sorts i need to figure out. the jumps are very subtle but still noticeable like jump edits people do on youtube videos.

Guide:
https://github.com/awesome-jellyfin/awesome-jellyfin

News:
>Findroid 1.0.0 is out for Android
https://github.com/jarnedemeulemeester/findroid/releases/tag/v1.0.0

>Wholphin is still the best Android TV client and now can be found on the TV Play Store
https://github.com/damontecres/Wholphin

Remember, Fuck Plex!
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>>
>>107719265
for what platform?
>>
>>107719347
linux and/or macOS
>>
>>107715031
>30 users
ads are counted per 1000 clicks dude, its not worth it
>>
>>107715903
Navidrome is great but I have several Wifi speakers that only support DLNA which Navidrome only supports through crappy hacks whereas Jellyfin works OOTB
>>
>>107717621
are you mentally ill?


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