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Staro 05.04.2026., 11:56   #961
mkey
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Color me surprised. Već sam pitao neke frendove navučene na GPT da li su spremni umjesto 20 plaćati 200 Ne shvaćaju me ozbiljno.
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 05.04.2026., 21:46   #962
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Ex gamer Mutahar stavlja stvarne troškove ejaj establišmenta u prikladan kontekst. Vezano za recentna anthropic veselja.
https://youtu.be/HrfAHSUSMJA
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 06.04.2026., 01:22   #963
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Ovo kažem čisto na primjeru iz naše firme, gdje smo digli AI da nam procesira cijeli documentation koji imamo. Digli smo "Sveznalicu" koji nam toliko olakšava rad i baratanje dokumentima da je to nešto prestrašno. Sve ima svoj source, svoj kontekst, primjere, restricted/public/private dijelove, što ovisno o osobi koja ga pita zna dati informaciju.
PREPOROD u firmi, bez pretjerivanja.

Pls pls daj koji detalj, ako nije tajna. Moj employer vapi za ovako nečim!
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Staro 06.04.2026., 18:55   #964
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AI skeptics aren't the only ones warning users not to unthinkingly trust models' outputs -- that's what the AI companies say themselves in their terms of service. Take Microsoft, which is currently focused on getting corporate customers to pay for Copilot. But it's also been getting dinged on social media over Copilot's terms of use, which appear to have been last updated on October 24, 2025. "Copilot is for entertainment purposes only," the company warned. "It can make mistakes, and it may not work as intended. Don't rely on Copilot for important advice. Use Copilot at your own risk."
Microsoft described the terms of service as "legacy language," saying it will be updated.

Tom's Hardware notes that similar AI warnings remain common across the industry, with companies like OpenAI and xAI also cautioning users not to treat chatbot output as "the truth" or as "a sole service of truth or factual information."
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Staro 06.04.2026., 20:15   #965
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"We should be able to give you the right answer just once. We should know what you meant and..."
https://www.bitchute.com/video/Nb0WDhNNzPnf
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 07.04.2026., 22:59   #966
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This is big... Anthropic just announced a model so powerful they won't release it to the public out of fear over the damage it will cause 😨

Claude Mythos Preview found thousands of zero-day exploits in every major operating system and web browser...

The numbers are hard to believe:
> $50 to find a 27-year-old bug in OpenBSD, one of the most security-hardened operating systems ever built

> Under $1,000 to find AND build a fully working remote code execution exploit on FreeBSD that grants unauthenticated root access from anywhere on the internet

> Under $2,000 to chain together multiple Linux kernel vulnerabilities into a complete privilege escalation exploit

For context: these are the kinds of findings that previously required elite security researchers working for weeks.
Anthropic engineers with no formal security training asked Mythos to find exploits overnight. They woke up to working code the next morning.

The results were so impressive Anthropic assembled Apple, Google, Microsoft, Amazon, NVIDIA, and seven other organizations into Project Glasswing:

A $100M defensive coalition. They're not releasing this model publicly. Instead, they're racing to patch the world's infrastructure before models like this proliferate.
Tweet.

Project Glasswing.
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Staro 08.04.2026., 08:08   #967
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Samo da ne izleti kod opet van.


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A New York Times analysis found Google's AI Overviews now answer questions correctly about 90% of the time, which might sound impressive until you realize that roughly 1 in 10 answers is wrong. "[F]or Google, that means hundreds of thousands of lies going out every minute of the day," reports Ars Technica. From the report:
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The Times conducted this analysis with the help of a startup called Oumi, which itself is deeply involved in developing AI models. The company used AI tools to probe AI Overviews with the SimpleQA evaluation, a common test to rank the factuality of generative models like Gemini. Released by OpenAI in 2024, SimpleQA is essentially a list of more than 4,000 questions with verifiable answers that can be fed into an AI.

Oumi began running its test last year when Gemini 2.5 was still the company's best model. At the time, the benchmark showed an 85 percent accuracy rate. When the test was rerun following the Gemini 3 update, AI Overviews answered 91 percent of the questions correctly. If you extrapolate this miss rate out to all Google searches, AI Overviews is generating tens of millions of incorrect answers per day.

The report includes several examples of where AI Overviews went wrong. When asked for the date on which Bob Marley's former home became a museum, AI Overviews cited three pages, two of which didn't discuss the date at all. The final one, Wikipedia, listed two contradictory years, and AI Overviews confidently chose the wrong one. The benchmark also prompts models to produce the date on which Yo Yo Ma was inducted into the classical music hall of fame. While AI Overviews cited the organization's website that listed Ma's induction, it claimed there's no such thing as the Classical Music Hall of Fame.
"This study has serious holes," said Google spokesperson Ned Adriance. "It doesn't reflect what people are actually searching on Google." The search giant likes to use a test called SimpleQA Verified, which uses a smaller set of questions that have been more thoroughly vetted.

---


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Anthropic says its annualized revenue run rate has surpassed $30 billion and disclosed plans to secure roughly 3.5 gigawatts of next-generation Google TPU compute starting in 2027. Broadcom will supply the key chips and networking gear for the effort, the company announced. The Register reports:
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News of the two deals emerged today in a Broadcom regulatory filing that opens with two items of news. One is a "Long Term Agreement for Broadcom to develop and supply custom Tensor Processing Units ("TPUs") for Google's future generations of TPUs." Google and Broadcom have collaborated to produce custom TPUs. Broadcom CEO Hock Tan recently shared his opinion that hyperscalers don't have the skill to create custom accelerators and predicted Broadcom's chip business will therefore win over $100 billion of revenue from AI chips in 2027 alone.

Working on next-gen TPUs for Google will presumably help to make that prediction a reality. So will the second part of Broadcom's announcement: a "Supply Assurance Agreement for Broadcom to supply networking and other components to be used in Google's next-generation AI racks through up to 2031." Broadcom's filing also revealed one user of Google's next-gen TPU will be Anthropic, which starting in 2027, "will access through Broadcom approximately 3.5 gigawatts as part of the multiple gigawatts of next generation TPU-based AI compute capacity committed by Anthropic."
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Staro 08.04.2026., 13:19   #968
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Miriši mi na poskupljenje AI usluga
https://www.bug.hr/umjetna-inteligen...-poskupe-58787
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Staro 08.04.2026., 17:37   #969
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> which uses a smaller set of questions that have been more thoroughly vetted.

I djeca u školi bi radije popis od 20 mogućih pitanja nego popis od 40.


Coconut, to mora ići gore. Mislim da su možda kalkulirali kako će moći izgurati dok ne dođe do neke ozbiljne optimizacije u tehnologiji, i pitanje je kako ta računica sada izgleda. Kada krenu dizati cijene mislim da možemo biti sigurni da su izmaksirali sve kreditne kartice.
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 14:34   #970
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Altman lacks experience in both programming and in machine learning, a shortage of expertise that becomes obvious when the CEO mixes up basic AI terms. It’s important to note that Altman dropped out of a Stanford computer science program after two years. As one senior executive at Microsoft put it to the New Yorker: “I think there’s a small but real chance he’s eventually remembered as a Bernie Madoff or Sam Bankman-Fried-level scammer.”
Huh, kako to, a uvijek je lijepo pozdravil.
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Staro 09.04.2026., 14:39   #971
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šta ljudi vole srati po uspješnim ljudima, uvik mi je to bilo smiješno.
Potpisa je par dobrih ugovora, pa se sad pokušava lika pokopati da odu ti ugovori kvragu.

Šta je nova u svijetu?
Tko to puši? Ja sigurno ne.
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Staro 09.04.2026., 14:44   #972
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Ne moramo ni ti ni ja vjerovati u to kaj se piše i priča o njemu, ali dosta je pogledati par njegovih intervjua i jasno je tu nekaj ne štima, a i ne bi bilo prvi ni zadnji put da se svom silom promovira osoba koja laže, dok zine, pa se kasnije svi čude kako je firma propala. Kaj se potpisivanja ugovora tiče, možda je u tome i najveći problem, jer od potpisivanja do realizacije nije bilo konkretnih pomaka i napretka, dok se i dalje pjevaju borbene kak cvate cveće u preduzeće, a u međuvremenu se i konkurencija angažirala.
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Staro 09.04.2026., 14:45   #973
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A niko mythos ne spominje?

Citiraj:
Project Glasswing is an initiative to secure the world’s most critical software for the AI era. We're partnering with the organizations responsible for the infrastructure billions of people depend on, and giving their defenders a head start with our newest frontier model, Claude Mythos Preview. The initiative brings together Amazon Web Services, Anthropic, Apple, Broadcom, Cisco, CrowdStrike, Google, JPMorganChase, the Linux Foundation, Microsoft, NVIDIA, and Palo Alto Networks as launch partners.
https://www.anthropic.com/project/glasswing
https://red.anthropic.com/2026/mythos-preview/

EDIT: A je NEO-ST, nisam vidio mea culpa
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Staro 09.04.2026., 15:12   #974
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Staro 09.04.2026., 18:29   #975
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San Altman je očita tech bro marioneta. Što se tiče tog mythosa, ako je to sve 100% istina, djeluje apokaliptično. Ali opet, ako može naći sigurnosne propuste, onda bi logično bilo da ljudi s time mogu pregledati svoje sisteme i iste popraviti. Ali ne, opasno je, pa bolje da se pristup limitira na tech poštenjake. S izlikom kako su ljudi jednostavno previše zli kako bi dobili to na raspolaganje.

S druge strane, ako je to većim dijelom PR, opet štima da što manje njih dobije tome pristup, tako da cijela priča potraje.
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 18:45   #976
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Ako je Mythos stvarno toliko moćan, onda im cijela priča o quantum-resistance problemu SHA256 algoritma pada u vodu, jer prvo šta će nekome pasti na pamet je hakirati neku banku i sebi isplatiti par milijuna...
Mislim da ove regionalne banke neće biti na listi "tech poštenjaka".
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Staro 09.04.2026., 21:09   #977
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26. februara sam dobio otkaz ugovora nakon dosta godina rada u jednom stranom poduzecu.. cijela industrija gori.. trenutno osim mene u mom bivsem poduzecu je preko 100 ljudi dobilo otkaz, a u jednom drugom oko 350.. sve zbog AI i automatizacije..

nisam mislio da ce doci tako brzo, ali kad te na neradan dan nazovu i kazu da se vise ne moras logirati, na prvu bude zajebano.. ali imam nekih zaliha para jer sam bio placen van prosjecno, pa me sad samo zanima pecanje i opijanje i svasta nesta jer u mojih 36g života odradio sam šta 99% nikad neće.. 12 zadnjih godina sam bio slobodan možda 7-8 vikenda od 52 u godini, sve se radilo, praznici ovo ono, bez pitanja nekog..

uglavnom iz moje perspektive nakon otkaza zbog Ai, bacam se na keramiku, zidariju, sađenje cvijeća.. šta ogd.. jer sve na kompu Ai će zamijeniti vrlo brzo..

svima sretno bilo, i bez Terminator/Skynet scenarija

edit: u ugovoru nista se ne spominje oprema, komp, laptop i 4 monitora koja su mi dali a sad ih traze natrag.. nema sanse da ih vratim, ko ih jebe i njih i Ai.. sestra mi ima obrt i njena djeca su taman za skolu, dajem sve njima formatirano naravno.. idem da ih zajebavam maks za opremu, ionako bi neko od IT odjela u njih to uzeo, bolje cu ja
Zadnje izmijenjeno od: John Creasy. 09.04.2026. u 21:15.
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Staro 09.04.2026., 21:20   #978
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Evo kratkog pregleda moje borbe s lokalnim qwen 3.5 9B modelom. Više od 9B kvantizirano na 4 bita ne stane na moj antičku GPU. Radi to OK, ali pretpostavljam da je manje inteligentan a više dementan Stane mi i 20k tokena u kontekst, što i nije samo po sebi toliko loše.

Kako bilo, slažem nekakvu simulaciju u ngspice preko QUCS-C frontenda. I došao sam na ideju kako bih u parametre simulacije ubacio varijablu. Čini se logično da bi to trebalo radi. Na taj način bi se lijepo dalo dijagrame fiksirati na to da prikazuju točno N perioda bez obzira na frekvenciju signala.

Povuci potegni, neće i neće. Nije u stanju izračunati korak simulacije kada mu tutneš varijablu.

Pitam ja svog lokalnog frajera da mi predloži neko rješenje i potvrdi on kako sam ja to složio OK i da bi trebalo raditi. Onda nakon nekoliko iteracija počne inzistirati na tome da moram jedan od parametara simulacije fiksirati. To sam i radio od početka, dao mu screenshot da potvrdim, ali ne. Frajer inzistira da to treba napraviti. Ima tri parametra, jedan od kojih računa on the fly. A kako ne vidi varijablu, kalkulacija za preostali parametar ide ili u 0 ili nan.

Onda odem na internete dodatno pretraživati, i nađem kako developer QUCS-S frontenda potvrđuje kako varijable u parametrima simulacije nisu podržane. Zalijepim ja taj komentar frajeru, ali ovaj i dalje inzistira kako to radi, samo treba pravilno konfigurirati i po treći put mi daje iste upute :/ I to sve događa na svega 30% iskorištenog konteksta. Očito "razumije" problematiku i sintaksu, ali zaglavi u tom nekom fazonu i ne mrda.

Očekivao bi čovjek da nakon više izmjena informacije bi trebao postati fokusiraniji, eliminacijom doći bliže zaključku. S ovakvim načinom rada, troubleshootanje je jako otežano, da ne kažem nemoguće.

S time da s ovim modelom imam solidna iskustva u pogledu toga da kada nešto "ne zna" tako i kaže. Iako izgleda da se to pretežito odnosi na neke informacije za koje spekulira da su mogle nastati tek nakon cut off date.
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 21:23   #979
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26. februara sam dobio otkaz ugovora nakon dosta godina rada u jednom stranom poduzecu.
Moja sućut Daj mi molim te, ako nije problem, reci je li ta firma ful agresivno zapošljavala u periodu 2022-2023? I da li su baš naveli AI kao razlog dijeljenja otkaza? Na kojem si radnom mjestu radio?
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 21:31   #980
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Moja sućut Daj mi molim te, ako nije problem, reci je li ta firma ful agresivno zapošljavala u periodu 2022-2023? I da li su baš naveli AI kao razlog dijeljenja otkaza? Na kojem si radnom mjestu radio?
bet365 kladionica, iz Engleske, Stoke City konkretnije.. jeste pocetkom 2022 sam zaposlen kao i dosta njih.. sad nedavno krajem februara su otpustali i ljude koji rade preko 15g za njih.. staz nije bitan.. bitan je profit hehe

ja sam bio Inplay trader za sve moguće sportove koji postoje, obzirom da imam preko 12g iskustva u tome.. nikad na bolovanju bio.. ali AI je bitniji

nisu naveli nista, ali nase unutarnje saznanje je Ai, jednom od najjačih svjetskih kladionica upravlja AI, kladis se protiv AI i to je zajebano.. obzirom na ugovor nisu nam nista morali reći.. zato i zadrzavam opremu, smatram ih supcima..

tako da, svi koji navijaju za Ai, trebaju dobro razmisliti šta to ustvari znači

edit: jedan sam od rijetkih koji je dobio telefonski poziv, ostali su dobili samo email da vise ne rade .. a to što smo svi imali otvorena poduzeća radi primanja uplata iz inostranstva, njih nije briga.. pa se sad ti zajebavaj dok zatvoris sve
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Staro 09.04.2026., 21:55   #981
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26. februara sam dobio otkaz ugovora nakon dosta godina rada u jednom stranom poduzecu.. cijela industrija gori.. trenutno osim mene u mom bivsem poduzecu je preko 100 ljudi dobilo otkaz, a u jednom drugom oko 350.. sve zbog AI i automatizacije..

nisam mislio da ce doci tako brzo, ali kad te na neradan dan nazovu i kazu da se vise ne moras logirati, na prvu bude zajebano.. ali imam nekih zaliha para jer sam bio placen van prosjecno, pa me sad samo zanima pecanje i opijanje i svasta nesta jer u mojih 36g života odradio sam šta 99% nikad neće.. 12 zadnjih godina sam bio slobodan možda 7-8 vikenda od 52 u godini, sve se radilo, praznici ovo ono, bez pitanja nekog..

uglavnom iz moje perspektive nakon otkaza zbog Ai, bacam se na keramiku, zidariju, sađenje cvijeća.. šta ogd.. jer sve na kompu Ai će zamijeniti vrlo brzo..

svima sretno bilo, i bez Terminator/Skynet scenarija

edit: u ugovoru nista se ne spominje oprema, komp, laptop i 4 monitora koja su mi dali a sad ih traze natrag.. nema sanse da ih vratim, ko ih jebe i njih i Ai.. sestra mi ima obrt i njena djeca su taman za skolu, dajem sve njima formatirano naravno.. idem da ih zajebavam maks za opremu, ionako bi neko od IT odjela u njih to uzeo, bolje cu ja
Da, puno se ulaže u AI i biti će samo sve napredniji.
Prijatelj koji je cijeli život programer i živi od toga je prije par godina ismijavao AI (kao i svi mi), no danas priznaje da dio posla delegira AI-u i samo provjeri jel ovaj dobro napisao. Kaže da kod koji bi prije pisao tjednima sad završi za 2 dana i da mu više nema smisla sve ručno pisati.

To je trenutna realnost. Tko god zabija glavu u pijesak, ako želi preživjeti, mora je izvući iz pijeska i početi učiti kako LLM modeli funkcioniraju, osnove prompt dizajna, mane/prednosti raznih modela, itd.

No, ja ne bih tek tako odbacio ljudski faktor.
Kvalitetni LLM modeli su svi u vlasništvu centraliziranih firmi, šta bi moglo tvoje CEO-ove dovesti vrlo brzo u gadnu situaciju, jer:

1. Zamijenili su ovisnost o ljudima (programerima) sa ovisnošću o LLM modelima jer im je to trenutno profitabilnije
2. Firme-vlasnici tih modela imaju cjenike i cijene koje će se povećanjem potražnje - povećavati, a povećavanjem ovisnosti o istima se povećavam i potražnja za istima
3. Na kraju bi se CEO-ovi mogli dovesti u situaciju da će LLM programiranje plaćati jednako ili više nego programere kojima su dali otkaze
4. U firmi će morati imati još par ljudi koji će pregledavati taj "AI slop" od koda i rješavati probleme koje AI ne može (ili ih je stvorio)
5. Prije ili kasnije dolazi do "flippeninga" - cijene LLM programera su sada veće od plaći za ljudske programere
6. To malo ljudi šta im je ostalo u firmi sada shvaća da ovi više ne mogu bez njih, i počinju dizati svoje cijene i uvjete
7. CEO-ovi su odjednom u problemu o kojem u početku nisu baš razmišljali
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Staro 09.04.2026., 21:59   #982
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A i sam kažeš da s obzirom na ugovor mogu šta hoće. Činjenica je da kompanije nije briga za ljude i njihove situacije, nije to ništa novo. Mislim da se AI momentalno koristi kao izlika za ispuhivanje balona do kojeg je moralo doći. Ovako ispada da su pod kontrolom situacije, unapređuju, inoviraju bla bla a zapravo se šutiraju hrpu ljudi da bi naredna dva dana dionice išle gore 0.5%.

Neo samo ti analiziraj prednosti i mane postojećih modela. Dobro ih proanaliziraj, jer u ponedjeljak dolaze novi revolucionarni modeli. Ciklus promjene tehnologije je u IT bio oduvijek opscen, ali ovo je skroz suludo.

Realnost je ta da se ljudi mogu odlučiti ne natjecati s tim sranjem, ima prilike u realnom sektoru koliko hoćeš. No dobro, možda ima više potrebe nego prilike
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 22:02   #983
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Evo kratkog pregleda moje borbe s lokalnim qwen 3.5 9B modelom. Više od 9B kvantizirano na 4 bita ne stane na moj antičku GPU.
Grafa je ova 1070 ?
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Staro 09.04.2026., 22:07   #984
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Jeste.
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But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 22:07   #985
John Creasy
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lose su ugovori sastavljeni, imam ugovor koji mogu vamo uploadat na 32 stranice pa da mi kazete jel moram opremu vratitit, a ne moram prema ugovoru .. iskreno, moja zadnja firma igra na emociju, ko ih jebe.. zar ne.. i tako ce biti.. ovo je jos prerano doba, i tko iskoristi prednosti moze biti u prednosti, prema zakonima, ali zakoni postoju kurac.. thx
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Staro 09.04.2026., 22:09   #986
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ae svi smo na tragu necega dok mozemo hahahahahahahaha
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Staro 09.04.2026., 22:12   #987
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Predlažem da ubaciš ugovor u AI pa neka ti kaže što raditi s opremom Kod nas bi inače, od par frendova koje znam da su im htjeli nenadano uručiti otkaz, tražili prvo da dođu u ured, tako bi kao imali kontrolu nad laptopom u momentu udjeljivanja otkaza. Iako u tim slučajevima je bilo sve jasno, oprema je bila zaduživana i trebalo ju je vratiti. Osim ako su zajebali u svojoj evidenciji pa nisu ni sami znali tko šta ima, što je isto bio neočekivano čest slučaj.
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Citiraj:
Autor George Carlin
But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 22:14   #988
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jesam vec prije mjesec dana.. i rekao je da nista ne pise u vezi opreme.. mogu vjerovati AI, alii mogu se sjebati s tuzbom.. kome vjerovati? vjecno pitanje zar neđ


edit; nisam glup brate

edit2: jedan od zadnjih mailova, rekli su da ce mi se javiti Informatin Security Governmenet team, koji isto nabijem na kurac, ah da?






edit3: prvi sam od otkazanih radi Ai, mene imate da pitate za sve sve, zar ne
Zadnje izmijenjeno od: John Creasy. 09.04.2026. u 22:22.
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Staro 09.04.2026., 22:21   #989
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Nisam AI, ali po meni ti je tu ključno pitanje: jesi li ti išta potpisao kod preuzimanja opreme?
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Citiraj:
Autor George Carlin
But there’s a reason. There’s a reason. There’s a reason for this, there’s a reason education sucks, and it’s the same reason that it will never, ever, ever be fixed. It’s never gonna get any better. Don’t look for it. Be happy with what you got. Because the owners of this country don't want that. I'm talking about the real owners now, the real owners, the big wealthy business interests that control things and make all the important decisions. Forget the politicians. The politicians are put there to give you the idea that you have freedom of choice. You don't. You have no choice. You have owners. They own you. They own everything. They own all the important land. They own and control the corporations. They’ve long since bought and paid for the senate, the congress, the state houses, the city halls, they got the judges in their back pockets and they own all the big media companies so they control just about all of the news and information you get to hear. They got you by the balls. They spend billions of dollars every year lobbying, lobbying, to get what they want. Well, we know what they want. They want more for themselves and less for everybody else, but I'll tell you what they don’t want: They don’t want a population of citizens capable of critical thinking. They don’t want well informed, well educated people capable of critical thinking. They’re not interested in that. That doesn’t help them. Thats against their interests. Thats right. They don’t want people who are smart enough to sit around a kitchen table to figure out how badly they’re getting f*cked by a system that threw them overboard 30 f*cking years ago. They don’t want that. You know what they want? They want obedient workers. Obedient workers. People who are just smart enough to run the machines and do the paperwork, and just dumb enough to passively accept all these increasingly shittier jobs with the lower pay, the longer hours, the reduced benefits, the end of overtime and the vanishing pension that disappears the minute you go to collect it, and now they’re coming for your Social Security money. They want your retirement money. They want it back so they can give it to their criminal friends on Wall Street, and you know something? They’ll get it. They’ll get it all from you, sooner or later, 'cause they own this f*cking place. It's a big club, and you ain’t in it. You and I are not in the big club. And by the way, it's the same big club they use to beat you over the head with all day long when they tell you what to believe. All day long beating you over the head in their media telling you what to believe, what to think and what to buy. The table is tilted folks. The game is rigged, and nobody seems to notice, nobody seems to care. Good honest hard-working people -- white collar, blue collar, it doesn’t matter what color shirt you have on -- good honest hard-working people continue -- these are people of modest means -- continue to elect these rich c*cksuckers who don’t give a f*ck about them. They don’t give a f*ck about you. They don’t give a f*ck about you. They don't care about you at all -- at all -- at all. And nobody seems to notice, nobody seems to care. That's what the owners count on; the fact that Americans will probably remain willfully ignorant of the big red, white and blue dick that's being jammed up their assholes everyday. Because the owners of this country know the truth: it's called the American Dream, because you have to be asleep to believe it.
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Staro 09.04.2026., 22:23   #990
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Citiraj:
Autor mkey Pregled postova
Jeste.
Sheldon kaže (nije samo njegov research nego su podaci izvučeni iz llmfit skripte koja ima rang listu modela za sve GPU-ove):

Citiraj:
Evo, pregledao sam što ti stane na GTX 1070 (8 GB VRAM) i što bi bilo bolje
od Qwen 3.5 9B. Podatke o VRAM zahtjevima sam izvukao iz llmfit baze modela
(data/hf_models.json) koja kalkulira min VRAM za Q4_K_M kvantizaciju po
formuli: params * 0.5 bytes / 1024^3 * 1.1 overhead.

Trenutno koristiš Qwen 3.5 9B koji troši samo ~5 GB VRAM-a na Q4
kvantizaciji -- imaš prostora za veći model.

=== TIER 1: Najbolji izbor za reasoning / troubleshooting ===

1. Phi-4-reasoning (14B) -- min VRAM ~7.2 GB Q4_K_M
- Specijalno dizajniran za reasoning, STEM i code zadatke
- 32k kontekst (više nego dovoljno za troubleshooting)
- Tijesan fit ali stane na 8 GB
- Microsoftov model, izuzetno dobar u chain-of-thought razmišljanju
- GGUF dostupan od unsloth i bartowski
- ollama: ollama run phi4-reasoning

Ovo je vjerojatno NAJVEĆI SKOK u kvaliteti reasoning-a koji možeš
dobiti na toj GPU.

2. Qwen3 14B -- min VRAM ~7.6 GB Q4_K_M
- 131k kontekst, tool_use capability
- Skoro na limitu, ali može raditi s Q4_K_M
- Značajno pametniji od 9B varijante
- Ako ti Qwen ekosistem paše, ovo je direktan upgrade

=== TIER 2: Siguran fit s boljim reasoning-om ===

3. DeepSeek-R1-0528-Qwen3-8B -- min VRAM ~4.2 GB Q4_K_M
- Samo 8.2B parametara, ALI distiliran s DeepSeek R1 reasoning
sposobnostima
- 131k kontekst
- Koristi chain-of-thought razmišljanje -- model eksplicitno razmišlja
korak-po-korak umjesto da odmah daje (krivi) odgovor
- Udobno stane s puno headroom-a za kontekst
- ollama: ollama run deepseek-r1:8b-qwen3

4. Gemma 3 12B -- min VRAM ~6.1 GB Q4_K_M
- 12B parametara, solidno bolji od 9B
- 131k kontekst
- Udobno stane na 8 GB

5. Mistral Nemo 12B -- min VRAM ~6.3 GB Q4_K_M
- 12.2B parametara, 131k kontekst
- Solidan all-rounder, dobar za tehničke teme

=== KLJUČNO za tvoj problem ===

Problem koji opisuješ -- model uporno ponavlja isti (krivi) odgovor i ne
korigira se kad mu se predoči dokaz -- je klasičan problem malih dense
modela.

Dva pristupa mogu pomoći:

1. REASONING MODEL (Phi-4-reasoning ili DeepSeek-R1-Qwen3-8B) -- ovi
modeli imaju eksplicitni "thinking" korak gdje razmišljaju prije
odgovora. To im pomaže da evaluiraju vlastite pretpostavke umjesto
da inzistiraju na prvom odgovoru.

2. VEĆI MODEL (14B umjesto 9B) -- čist skok u broju parametara daje
modelu bolje razumijevanje nijansi i manja šansa za "zaglavljenje
u petlji".

TOP PREPORUKA: probaj Phi-4-reasoning Q4_K_M -- najjači reasoning za
te pare VRAM-a. Ako je pretijesno (8 GB je baš na rubu), onda
DeepSeek-R1-0528-Qwen3-8B kao siguran izbor koji će ti dati reasoning
sposobnosti bez stresanja GPU memorije.

Napomena: za stvarno nišne teme poput QUCS-S varijabli u ngspice
parametrima simulacije, nijedan lokalni model ispod ~30B neće biti
potpuno pouzdan. Za takve stvari, povremeni upit prema nekom cloud
API-ju (Claude, GPT-4) će uvijek dati bolje rezultate nego bilo što
što stane na 8 GB VRAM-a.

---
Izvor podataka: llmfit (https://github.com/llmfit) -- Rust CLI/TUI alat
koji matchira LLM modele prema lokalnom hardveru. Baza sadrži 33+ modela
s kalkuliranim VRAM/RAM zahtjevima za Q4_K_M kvantizaciju. VRAM formula:
params * 0.5 bytes (Q4_K_M) / 1024^3 * 1.1 activation overhead.
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