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  • Poilievre defends RCMP feedback, denies saying Trudeau must be in jail

    Poilievre defends RCMP feedback, denies saying Trudeau must be in jail

    Conservative Chief Pierre Poilievre defended his feedback concerning the RCMP on Wednesday and denied saying former Prime Minister Justin Trudeau must be in jail.

    “That’s not what I stated,” he stated on Parliament Hill when requested a few current interview on a YouTube channel.

    In that interview, which aired on Northern Perspective final week, Poilievre known as the RCMP management “despicable” and accused it of protecting up for Trudeau.

    “Lots of the scandals of the Trudeau period ought to have concerned jail time,” he stated. “Trudeau violated the Prison Code when he took a free trip from somebody with whom he had authorities enterprise.”

    “If the RCMP had been doing their job and never protecting it up, he would have been criminally charged,” Poilievre added within the interview.

    Story continues under the advert

    Poilievre was referring to instances through which Trudeau was discovered to have violated battle of curiosity guidelines, together with his acceptance of a household trip to the Aga Khan’s personal island in 2016, and the SNC-Lavalin saga in 2019.

    The RCMP investigated the holiday and Trudeau’s dealing with of the SNC-Lavalin file, however didn’t convey any fees.

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    Within the latter case, the ethics commissioner concluded that Trudeau violated the Conflicts of Curiosity Act by attempting to affect then-Justice Minister Jody Wilson-Raybould to grant a deferred prosecution settlement to a Quebec-based engineering firm.


    The RCMP investigated however in the end decided there was inadequate proof to convey prison fees within the SNC-Lavalin case. In 2023, present RCMP Commissioner Mike Duheme stated he agreed with that call.

    On Wednesday, Poilievre stated he believes there have been some scandals throughout Trudeau’s tenure that ought to have resulted in prison fees. He cited allegations of corruption in opposition to a government-funded know-how fund — with out mentioning Trudeau.

    He additionally stated his criticism of the RCMP was directed solely at former RCMP Commissioner Brenda Lucki. That assertion echoed one issued by his workplace on Monday.

    Throughout his dialogue with reporters, Poilievre was requested if he was assured that every one of his deputies would stay on the Conservative bench till the tip of the day.

    Story continues under the advert

    “Sure,” he replied.

    These lawmakers met Wednesday morning for his or her weekly caucus assembly. Upon coming into, some reporters deflected questions on Poilievre’s feedback.

    “There’s a five-alarm fireplace occurring on this nation, with jobs, with inflation… in order that’s what we’re going to speak about,” Home Chief Andrew Scheer stated.

    “After all,” Conservative MP Todd Doherty stated Wednesday when requested if he helps Poilievre. He additionally requested reporters why they weren’t asking questions on unemployment and the opioid disaster.

    Conservative MP Andrew Lawton stated Poilievre has the help of the caucus and known as his feedback “little issues out of context on a podcast” that aren’t a giant precedence.

    Conservative MP Michael Barrett stated the assertion from Poilievre’s workplace made it clear he helps RCMP officers.

    Conservative MP Garnett Genuis stated Poilievre is a “sturdy chief who stands up for women and men in uniform” and that he “wouldn’t settle for lectures from the Liberals on learn how to defend frontline officers.”

    Conservative MP Greg McLean stated Prime Minister Mark Carney’s authorities ought to maintain the Trudeau authorities accountable “for what occurred.”

    The Liberals, Greens and NDP this week known as on the Conservative chief to apologize for his feedback concerning the RCMP.

    Story continues under the advert

    On Wednesday, authorities chief Mark Gerretsen stated the feedback had been “disgraceful” and confirmed that Poilievre is just not certified to steer the nation.

    “I don’t assume there’s a spot in Canadian politics to attempt to emulate what we’re seeing within the south,” he stated.

    &copy 2025 The Canadian Press



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  • Seattle startup Hyphen AI raises $5 million to automate cloud deployments with generative AI

    Seattle startup Hyphen AI raises $5 million to automate cloud deployments with generative AI

    Jared Wray, CEO of Hyphen AI. (Photograph Hyphen AI)

    Hyphen AIA brand new Seattle-based startup that makes use of generative AI to assist builders deploy cloud purposes has raised $5 million in a seed spherical led by Unlock Enterprise Companions.

    The corporate’s product, Hyphen Deploy, goals to make organising cloud infrastructure so simple as describing what an utility ought to do.

    The product automates advanced DevOps processes – changing YAML information, Dockerfiles, and Terraform modules with pure language prompts and enterprise guidelines. Builders can describe service targets like latency, scale, or compliance, and the platform robotically generates production-ready cloud infrastructure on suppliers like AWS, Google Cloud, Azure, and Cloudflare.

    “At the moment, infrastructure automation sometimes takes weeks to arrange after which month-to-month upkeep of these configurations – Deploy reduces this to minutes,” Jared WrayCEO and founding father of Hyphen AI mentioned in a press release.

    Wray beforehand based Tier 3, a Seattle-area enterprise cloud startup acquired by CenturyLink (now Lumen Applied sciences) in 2013. He spent two years as an government at CenturyLink and was later CTO at streaming firm iStreamPlanet and cleantech startup Palmetto.

    Hyphen joins a rising variety of startups utilizing generative AI to automate infrastructure work, together with Seattle startup Pulumi.

    Unlock Ventures companion Andy Liuwho lives in Seattle, mentioned the market “desperately wants” a “really developer-centric operations platform.”

    “Deploy returns software program improvement to the promise of builders main the best way with no infrastructure overhead, simply specializing in the code,” Liu mentioned in a press release.

    Wray declined to reveal the corporate’s income metrics. He mentioned prospects have been utilizing the platform for the previous 5 months. Hyphen employs 10 folks, together with Jim Newkirkwho serves as fractional COO and was additionally an government at CenturyLink and Tier3.

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  • Ohio Lawmaker Proposes Sweeping Ban on Marrying AI Programs, Granting Authorized Personhood

    Ohio Lawmaker Proposes Sweeping Ban on Marrying AI Programs, Granting Authorized Personhood

    NEWNow you possibly can take heed to Fox Information articles!

    An Ohio lawmaker is taking purpose at synthetic intelligence in a approach few anticipated. Consultant Thaddeus Claggett launched Home Invoice 469, which might make it unlawful for AI methods to be handled like folks. The proposal would formally label them “non-sentient entities,” reducing off any path to authorized character.

    And sure, it additionally features a ban on marrying AI.

    Claggett, a Licking County Republican and chairman of the Home Expertise and Innovation Committee, mentioned the measure goals to maintain people firmly in charge of machines. He says that as AI methods start to behave extra like people, the legislation should draw a transparent line between particular person and program.

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    What Ohio’s AI Marriage Ban Would Do

    Below the proposed laws, AI methods wouldn’t have the ability to personal property, handle financial institution accounts or function firm executives. They’d not have the identical rights or obligations as folks. The invoice additionally makes any marriage between a human and an AI, or between two AI methods, legally not possible.

    creation of the robot adam china michaelangelo

    Ohio lawmakers are contemplating a invoice to ban AI from being acknowledged as an individual. (Cyberguy.com)

    Claggett believes the priority just isn’t that robotic weddings will occur anytime quickly. As an alternative, he desires to forestall AI from taking on a partner’s authorized powers, corresponding to holding energy of lawyer or making monetary and medical selections for another person.

    The invoice additionally specifies that if an AI causes hurt, the human house owners or builders can be accountable. Which means that an individual can not blame their chatbot or automated system for errors or damages. The duty stays with the people who constructed, educated, or used the system.

    Why Ohio is taking motion on AI character

    The timing of the bill just isn’t random. AI is quickly spreading throughout nearly each business. Programs now write experiences, generate illustrations and analyze advanced information at lightning velocity. Ohio has even began requiring faculties to create guidelines for utilizing AI in lecture rooms. And huge information facilities are being constructed to energy the state’s AI infrastructure.

    On the identical time, AI is turning into extra private. A survey performed by Florida-based advertising agency Fractl discovered that 22% of customers mentioned they’d shaped emotional connections with a chatbot. Three % even thought of considered one of them a romantic accomplice. One other 16% mentioned they puzzled if the AI ​​they had been speaking to was sentient.

    Such a emotional attachment raises pink flags for policymakers. If folks begin to imagine that AI has emotions or intentions, it’ll blur the traces between human expertise and digital simulation.

    wedding rings

    Ohio lawmakers are contemplating a invoice to ban AI from being acknowledged as an individual. (iStock)

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    The Large Image: Conserving People in Management

    Claggett mentioned the venture is about defending human company. He believes that as AI turns into smarter and extra succesful, it ought to by no means exchange the human resolution maker.

    Claggett informed CyberGuy: “We see AI as having great potential as a software, but in addition great potential to trigger hurt. We wish to stop this by establishing guardrails and a authorized framework earlier than these developments can outpace regulation and unhealthy actors begin exploiting authorized loopholes. We wish the human to be answerable for any misconduct and for there to be little doubt concerning the authorized standing of AI, regardless of how refined as it could be, in Ohio legislation.”

    The proposed legislation would additionally reinforce that AI can not make selections that have an effect on human lives with out supervision.

    If handed, it might make sure that no machine may act independently in issues of marriage, property or company management. Supporters see the invoice as a safeguard for society, arguing that know-how ought to by no means achieve the identical authorized foundation as folks.

    Critics, nevertheless, say the proposal could possibly be an answer to an issue that doesn’t but exist. They warn that overly broad restrictions may decelerate AI analysis and innovation in Ohio.

    Nonetheless, even skeptics admit the dialog is important. AI is evolving quicker than most legal guidelines can sustain, and questions on rights, possession and accountability have gotten tougher to disregard.

    What different states are doing about AI character

    Ohio just isn’t alone in combating AI character. In Utah, lawmakers handed HB 249, the Utah Authorized Personhood Amendments, which prohibits courts and authorities entities from recognizing the authorized character of non-human entities, together with AI. The legislation additionally prohibits the popularity of the character of entities corresponding to our bodies of water, land and vegetation.

    In Missouri, lawmakers launched HB 1462, the “AI Nonsentience and Accountability Act,” which might formally declare AI methods nonsentient and stop them from buying authorized standing, marriage rights, company capabilities, or property.

    AI-GENERATED LAWYER outrages JUDGE WHO REBUKES MAN FOR COURT FALSE: ‘NOT A REAL PERSON’

    In Idaho, HB 720 (2022) contains language reserving authorized rights and personhood for people, successfully barring personhood claims by nonhumans, together with AI.

    These measures replicate a broader pattern amongst state governments. Many lawmakers are attempting to get forward of the event of AI by setting clear authorized limits earlier than the know-how turns into extra superior.

    Taken collectively, these proposals present that Ohio’s effort is a part of a broader nationwide motion to outline the place know-how ends and authorized personhood begins.

    Pass the robot 1

    Home Invoice 469 goals to maintain people in management as AI turns into extra reasonable. (XPENG)

    What does this imply for you

    In case you reside in Ohio, Home Invoice 469 may affect how you employ and work together with synthetic intelligence. Set up clear boundaries that maintain AI as a software and never an individual. By preserving decision-making and duty in human arms, the legislation goals to keep away from confusion about who’s accountable when know-how fails. If an AI system causes hurt or makes a mistake, the duty falls to the people who designed or deployed it.

    For Ohio companies, this proposal may result in actual adjustments in each day operations. Corporations that depend on AI to deal with buyer help, monetary selections or artistic tasks might must evaluation how a lot authority these methods have. It might additionally require stricter insurance policies to make sure that a human being is at all times overseeing essential selections involving cash, well being, or the legislation. Lawmakers wish to maintain folks firmly in control of selections that have an effect on others.

    For extraordinary customers, the message is easy. AI could be helpful, however it can not exchange human relationships or authorized rights. This invoice reinforces that regardless of how human know-how seems, it can not kind real emotional or authorized bonds with folks. Conversations with chatbots might really feel private, however they’re nonetheless simulations created by information and programming.

    DETAILS OF TRUMP’S HIGHLY ANTICIPATED AI PLAN REVEALED BY WHITE HOUSE AHEAD OF KEYNOTE SPEECH

    For folks exterior of Ohio, this proposal might level to issues to come back. Different states are carefully following the invoice’s improvement and a few might undertake related legal guidelines. If accredited, it may represent a nationwide instance in defining the authorized limits of synthetic intelligence. What occurs in Ohio may form how courts, companies and people throughout the nation determine to handle their connection to AI within the coming years.

    In the long run, this debate just isn’t restricted to at least one state. It raises an essential query about how society ought to stability the ability of innovation with the necessity to shield human management.

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    Kurt’s Key Takeaways

    Ohio Home Invoice 469 is daring, controversial and well timed. It challenges us to outline the boundaries of what know-how ought to have the ability to do. Claggett’s proposal is to not cease innovation. It is about making certain that as machines grow to be extra succesful, people proceed to be answerable for the alternatives that form society. The controversy is way from over. Some see this as a obligatory safeguard, whereas others imagine it underestimates what AI can contribute. However one factor is definite: Ohio has highlighted one of many largest problems with our time.

    CLICK HERE TO GET THE FOX NEWS APP

    How far ought to the legislation go in deciding what AI can by no means be? Tell us by writing to us at Cyberguy.com

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    Copyright 2025 CyberGuy.com. All rights reserved.

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  • Why King Charles Hasn’t Eliminated Andrew’s Most Precious Title: Prince

    Why King Charles Hasn’t Eliminated Andrew’s Most Precious Title: Prince

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  • Fide will examine Kramnik over assaults on Naroditsky as chess reels from participant’s loss of life

    Fide will examine Kramnik over assaults on Naroditsky as chess reels from participant’s loss of life

    The Worldwide Chess Federation (Fide) mentioned on Wednesday it’s analyzing former world champion Vladimir Kramnik’s public assaults on Daniel Naroditsky, the American grandmaster whose sudden loss of life at age 29 shocked the chess world and revealed fissures within the sport’s digital age.

    Naroditsky, one of the vital seen faces of chess’s pandemic-era revival, was one of the vital well-liked gamers and lecturers of his technology, a Stanford-educated prodigy who received the U12 world championship, turned a grandmaster at age 18 and amassed greater than 800,000 followers on Twitch and YouTube. Recognized by the nickname Danya, California-born Naroditsky’s mix of persistence, humor, generosity and reward for communication has made him a standard-bearer for chess’s on-line growth, serving to to convey huge new audiences to the centuries-old pastime.

    In recent times, the explosion of on-line chess has fueled a parallel rise in accusations of dishonest, as gamers have gained entry to highly effective laptop engines able to suggesting excellent strikes in actual time. The ecosystem has change into democratized and flamable. “The dishonest charge on-line is 100 to 200 instances increased than on the board,” mentioned Kenneth Regan, a world grasp’s diploma and laptop scientist who helps detect dishonest for Fide as a member of the group’s Honest Play Fee. “From my perspective, there are 5 to 10 exaggerated circumstances a yr.”

    Into this unstable environment stepped Kramnik, the cerebral Russian who held the world championship for almost seven years after dethroning Garry Kasparov in 2000 and who’s broadly thought-about one of many best defenders in historical past. Final yr, he accused Naroditsky, with out proof, of utilizing a chess engine throughout on-line video games. Naroditsky denied the accusation however acknowledged the toll it took on his psychological well-being. “Ever for the reason that Kramnik factor, I really feel like if I begin doing nicely, individuals assume the worst intentions,” he mentioned throughout his remaining Twitch reside stream final weekend. “The problem is simply the lingering impact of that.”

    On Monday, the Charlotte Chess Middle, the place Naroditsky has served as head coach and resident grandmaster since 2020, introduced his “surprising” loss of life. No trigger was given, though Ukrainian grandmaster Oleksandr Bortnyk, an in depth good friend of Naroditsky, mentioned he and one other good friend found the 29-year-old unresponsive at dwelling. Tributes poured in from throughout the chess world. “He might clarify the sport to an ant,” mentioned fellow streamer and worldwide grasp Levy Rozman, higher generally known as GothamChess. “He existed on the excellent crossroads between enjoying brilliantly and explaining brilliantly.”

    Because the ache unfold, anger shortly adopted. World quantity 2 Hikaru Nakamura condemned Kramnik with profanity in his broadcast, whereas five-time world champion Magnus Carlsen criticized the Russian’s “horrible” conduct. Indian grandmaster Nihal Sarin, who confronted Naroditsky in his final on-line match, accused Kramnik of “taking a life” in comments to Indian Express, adding {that a} relentless marketing campaign of accusations left his good friend “underneath immense stress”.

    “It is an enormous loss. It’s totally unhappy for all of us that somebody who was such an vital asset to the chess group and in addition had a universally excessive approval score from everybody he met was taken to the place he was.”@MagnusCarlsen in regards to the loss of life of Daniel Naroditsky. pic.twitter.com/BQJ9Flbp0J

    – Take it, take it, take it (@TakeTakeTakeApp) October 21, 2025

    Kramnik, 50, who has made related accusations towards different gamers in recent times, including Sarincontinued posting even after information of Naroditsky’s loss of life broke, calling it a tragedy that “the police ought to examine,” speculating about “monetary pursuits” and threatening authorized motion towards “those that falsely blame me.” His remarks sparked new outrage, intensifying requires Fide to intervene.

    Sarin, 21, described Kramnik as “an incredible participant, a world champion” who “gave quite a bit to chess” however objected to his vigilante campaign towards alleged cheaters: “Dishonest at chess is an enormous drawback. However what Kramnik does is totally unacceptable. He simply blurts out accusations every single day. … He was a world champion, a really influential determine, in spite of everything. And I do not know if he realizes the impression this may have on harmless individuals. By Kramnik’s strategies, it seems to be such as you burn down a metropolis to catch some cheaters, principally. You kill 1000’s of different utterly harmless guys to get one or two guys.”

    Fide’s govt president, Emil Sutovsky, told Reuters the group was “investigating” Kramnik’s conduct, noting that “Kramnik’s method to the difficulty merely can’t be accepted,” referring to the repeated public accusations. The federation mentioned it intends to honor Naroditsky with a particular award and that its president, Arkady Dvorkovich, will set up an award in his title.

    However Sutovsky’s personal try at reflection shortly plunged the governing physique into deeper controversy. In a long post on Xwrote that whereas Kramnik’s conduct was “horrible and completely shameful,” he additionally questioned whether or not Naroditsky’s mates had completed sufficient to assist him in current months. “The quantity of affection given to Danya autopsy is unprecedented,” he wrote. “However right here’s the issue – the place had been you all when Danya was alive and sick?” He went on to say that “advantage signaling and clinging is the worst solution to pay respect to Danya,” including that Naroditsky “was variety to many, however plainly more often than not he felt lonely.”

    Daniel Naroditsky enjoying chess on the pc. Images: Kelly Centrelli/AP

    The publish generated fast response. Chess streamer and grandmaster Nemo Zhou known as it “one of the vital disgusting and vile issues I’ve ever learn.” In an answer in Xshe accused Sutovsky of “blaming the general public when you might have completely no thought who Danya was in touch with” and of failing to guard gamers from harassment. “The place the hell had been you?” she wrote. “Actually not defending your gamers from abuse… You’re clearly unfit to guide Fide. Resign instantly.”

    Common Swedish ship Anna Cramling, who described Kramnik’s assaults as “cyber-bullying,” additionally criticized Sutovsky’s publish, calling on Fide to “do all the things in its energy to make sure justice is finished.”

    Different figures mentioned the Fide CEO’s remarks betrayed a blindness to the broader cultural drawback: the local weather of suspicion, hostility and parasocial scrutiny that now permeates on-line chess. Many pointed to 2023, when the favored on-line platform Xadrez.com shut down Kramnik’s weblog after warning about his “escalating assaults” on dozens of gamers, calling his allegations “baseless and dangerous.”

    Naroditsky’s household mentioned they hope he will likely be remembered not for the toxicity he endured, however for the “pleasure and inspiration he delivered to individuals every single day.” Carlsen described him as “a useful resource for the chess group,” whereas Nakamura known as him “the very best of us.”

    In response to Reuters on Wednesday, Kramnik mentioned: “I choose to inform the entire story, I don’t want to touch upon Emil Sutovsky’s assertion, however I’ll touch upon the Fide president’s. [Dvorkovich’s] assertion, if it seems.”

    Kramnik and Sutovsky didn’t instantly reply to the Guardian’s requests for remark.

    Because the federation faces strain to behave, Fide’s personal credibility has been known as into query: not just for its dealing with of Kramnik, but in addition for the way in which it may rely on the darker penalties of the very on-line revolution that Naroditsky helped arrange. The digital age has made chess quicker, louder and extra seen than ever earlier than. It additionally made all the things extra merciless.

    “Daniel’s smile disappeared after the assaults began,” Sarin mentioned. “All of us noticed it. The chess world misplaced one in all its brightest lights – somebody who made our sport accessible to thousands and thousands of individuals.”



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  • Apple removes Tea Courting apps on account of privateness violations and person complaints

    Apple removes Tea Courting apps on account of privateness violations and person complaints

    Apple this week eliminated courting assessment apps Tea Courting Recommendation and TeaOnHer from the App Retailer for violating its content material moderation insurance policies.

    iOS App Store Black General Feature
    The apps have been pulled from all markets on October 21, and Apple stated TechCrunch that the app’s builders failed to satisfy person privateness and moderation necessities, violating ‌App Retailer‌ Tips 1.2, 5.1.2, and 5.6. Apple additionally noticed an “extreme variety of person complaints and damaging critiques,” together with complaints that folks have been sharing minors’ private info.

    Rule 1.2 says apps should have reporting and blocking options and should take away objectionable content material. Rule 5.1.2 prohibits apps from sharing customers’ private info with out permission, and Rule 5.6 says extreme damaging critiques violate Apple’s Developer Code of Conduct.

    Apple contacted the builders of every app earlier than eradicating them, however they didn’t resolve the problems.

    As background, Tea is an app designed to permit girls to share particulars concerning the males they have been courting, providing “pink flag” and “inexperienced flag” rankings. The app was launched in 2023 however went viral earlier this 12 months and its reputation led to an information breach.

    TeaOnHer is a separate app from a unique developer, launched after Tea turned widespread and likewise had main safety points. Not one of the builders have commented on the state of affairs.

    Each apps are nonetheless accessible on Google Play and the ‌App Retailer‌, TechCrunch discovered a number of copycat apps.

    Be aware: Because of the political or social nature of the dialogue on this subject, the dialogue thread is positioned in our Political News discussion board. All discussion board members and web site guests are welcome to learn and comply with the thread, however posting is restricted to discussion board members with at the least 100 posts.

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  • Stay: Netflix shares fall as tech shares weigh on Wall Avenue

    Stay: Netflix shares fall as tech shares weigh on Wall Avenue

    Netflix shares fell greater than 10% on Wall Avenue because the streaming large Outlook for the subsequent quarter left traders perplexed regardless of a robust lineup of exhibits that features the ultimate season of Stranger Issues.

    Traders have grown accustomed to the corporate’s routine efficiency that has propelled the inventory to a acquire of greater than 360% over the previous three years, far outperforming media indicators reminiscent of Disney and even expertise advocates Litter and Alphabet.

    Netflix shares final 12 months. (LSEG Refinive)

    He attracted further consideration with the overwhelming success of the KPop animated Demon Hunters.

    However since its June peak, shares have fallen greater than 16%, signaling that traders are more and more cautious of its lofty valuation and lack of particulars on subscriber development.

    The corporate’s ahead P/E a number of is almost 40, a lot greater than different media firms and massive tech names.

    “Shares have carried out strongly this 12 months, so expectations had been already excessive, and with the valuation above the long-term common, there’s added stress to not simply ship, however to exceed,” he stated. Matt Britzmansenior fairness analyst at Hargreaves Lansdown.

    Netflix forecast income of $11.96 billion for the fourth quarter, in contrast with Wall Avenue’s projection of $11.9 billion. Income for the third quarter was virtually consistent with forecasts, at 11.5 billion {dollars}, in accordance with knowledge from LSEG.

    The corporate has ventured into promoting and video video games to diversify its income streams, however these companies have struggled within the face of modifications in management and technique, together with competitors.

    For the third trimester, Netflix stated it recorded its finest advert gross sales quarter in historical past with out releasing a quantity.

    “Netflix should quickly show that its promoting program can speed up development to justify a really excessive a number of”, analyze analysts at Wednesday stated, calling the corporate’s newest steerage “disappointing” after a number of quarters of notable outcomes.

    Netflix stopped reporting subscriber numbers in early 2025. The corporate is banking on its main releases by the top of the 12 months, which embrace Stranger Issues and two NFL video games scheduled to stream stay on Christmas Day.

    Nonetheless, Evercore ISI Analysts Recommend Traders Ought to Purchase Any Dip in Shares by Watching Rivals Disney+ and HBO Max elevated their subscription costs, giving Netflix loads of cowl to boost its personal charges.

    Reporting with Reuters

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  • Simplifying the AI ​​Stack: The Key to Scalable, Transportable Intelligence from the Cloud to the Edge

    Simplifying the AI ​​Stack: The Key to Scalable, Transportable Intelligence from the Cloud to the Edge

    Offered by Braço


    An easier software program stack is the important thing to moveable, scalable AI within the cloud and on the edge.

    AI is now powering real-world purposes, however fragmented software program stacks are holding it again. Builders routinely rebuild the identical fashions for various {hardware} targets, losing time pasting code as a substitute of transport options. The excellent news is {that a} change is underway. Unified toolsets and optimized libraries make it potential to deploy fashions throughout a number of platforms with out compromising efficiency.

    Nonetheless, a essential impediment stays: the complexity of the software program. Disparate instruments, hardware-specific optimizations, and layered know-how stacks proceed to hinder progress. To unlock the subsequent wave of AI innovation, the business should decisively transfer away from siled growth and towards simplified, end-to-end platforms.

    This transformation is already taking form. Main cloud suppliers, edge platform distributors, and open supply communities are converging on unified toolchains that simplify growth and speed up deployment, from cloud to edge. On this article, we’ll discover why simplification is the important thing to scalable AI, what’s driving this momentum, and the way next-generation platforms are turning this imaginative and prescient into actual outcomes.

    The bottleneck: fragmentation, complexity and inefficiency

    The difficulty is not simply the number of {hardware}; It’s the duplicated effort between buildings and objectives that slows down the time to worth.

    Numerous {hardware} targets: GPUs, NPUs, CPU-only units, cell SoCs, and customized accelerators.

    Fragmentation of instruments and construction: TensorFlow, PyTorch, ONNX, MediaPipe and others.

    Edge Constraints: Units require real-time, energy-efficient efficiency and minimal overhead.

    In accordance with Gartner ResearchThese incompatibilities create a serious hurdle: Greater than 60% of AI initiatives stall in need of manufacturing, pushed by integration complexity and efficiency variability.

    What does software program simplification appear like?

    Simplification is coalescing round 5 measures that cut back reengineering prices and dangers:

    Cross-platform abstraction layers that reduce reengineering when porting fashions.

    Libraries tuned for efficiency built-in into main ML frameworks.

    Unified architectural initiatives that scale from the information heart to cell units.

    Open requirements and runtimes (e.g. ONNX, MLIR) decreasing lock-in and bettering compatibility.

    Developer-facing ecosystems emphasizing pace, reproducibility and scalability.

    These modifications are making AI extra accessible, particularly for startups and educational groups that beforehand lacked the sources for customized optimization. Initiatives like Hugging Face’s Optimum and MLPerf benchmarks are additionally serving to to standardize and validate efficiency throughout {hardware}.

    Ecosystem momentum and real-world alerts Simplification is now not an aspiration; it is occurring now. Throughout the business, software program concerns are influencing choices on the IP and silicon design degree, leading to production-ready options from day one. Key ecosystem gamers are driving this transformation by aligning {hardware} and software program growth efforts, offering tighter integration throughout all the stack.

    A key catalyst is the speedy rise of edge inference, the place AI fashions are deployed on to units moderately than within the cloud. This has intensified the demand for simplified software program stacks that help end-to-end optimization, from silicon to system to software. Corporations like Arm are responding by enabling tighter coupling between their computing platforms and software program toolsets, serving to builders pace deployment time with out sacrificing efficiency or portability. The emergence of multimodal, general-purpose basis fashions (e.g., LLaMA, Gemini, Claude) has additionally added urgency. These fashions require versatile runtimes that scale throughout cloud and edge environments. AI brokers, which work together, adapt and carry out duties autonomously, additional drive the necessity for high-efficiency, cross-platform software program.

    MLPerf Inference v3.1 included greater than 13,500 efficiency outcomes from 26 submitters, validating cross-platform benchmarking of AI workloads. The outcomes spanned information facilities and edge units, demonstrating the range of optimized deployments which are being examined and shared.

    Taken collectively, these alerts make it clear that market demand and incentives are aligning round a standard set of priorities, together with maximizing efficiency per watt, guaranteeing portability, minimizing latency, and offering safety and consistency at scale.

    What should occur for profitable simplification

    To understand the promise of simplified AI platforms, a number of issues should occur:

    Robust {hardware}/software program co-design: {hardware} sources uncovered in software program frameworks (e.g., matrix multipliers, accelerator directions) and, conversely, software program designed to benefit from the underlying {hardware}.

    Constant and strong toolsets and libraries: Builders want dependable, well-documented libraries that work throughout units. Efficiency portability is simply helpful if the instruments are secure and nicely supported.

    Open ecosystem: {Hardware} distributors, software program framework maintainers, and mannequin builders have to cooperate. Shared requirements and designs assist keep away from reinventing the wheel for every new machine or use case.

    Abstractions that do not obscure efficiency: Whereas high-level abstraction helps builders, it ought to nonetheless permit adjustment or visibility when wanted. The best steadiness between abstraction and management is essential.

    Constructed-in safety, privateness and belief: Particularly as extra computing strikes to units (edge/cell), points reminiscent of information safety, safe execution, mannequin integrity, and privateness are necessary.

    Arm for instance of ecosystem-led simplification

    Simplifying AI at scale now will depend on system-wide design, the place silicon, software program, and developer instruments evolve in sync. This strategy permits AI workloads to run effectively in a wide range of environments, from cloud inference clusters to battery-constrained edge units. It additionally reduces the overhead of customized optimization, making it simpler to carry new merchandise to market quicker. Arm (Nasdaq:Arm) is advancing this mannequin with a platform-centric focus that drives hardware-software optimizations throughout the software program stack. Node COMPUTEX 2025Arm demonstrated how its newest Arm9 CPUs, mixed with AI-specific ISA extensions and the Kleidi libraries, allow tighter integration with extensively used frameworks like PyTorch, ExecuTorch, ONNX Runtime, and MediaPipe. This alignment reduces the necessity for customized kernels or manually tuned operators, permitting builders to unlock {hardware} efficiency with out abandoning acquainted toolchains.

    The true-world implications are important. Within the information heart, Arm-based platforms are delivering higher efficiency per watt, essential to sustainably scaling AI workloads. On shopper units, these optimizations allow extraordinarily responsive person experiences and always-on background intelligence, but with low energy consumption.

    Extra broadly, the business is coalescing round simplification as a design crucial, embedding AI help immediately into {hardware} roadmaps, optimizing software program portability, and standardizing help for key AI runtimes. Arm’s strategy illustrates how deep integration throughout the computing stack could make scalable AI a sensible actuality.

    Validation and market momentum

    In 2025, nearly half of the compute shipped to major hyperscalers will run on Arm-based architecturesa milestone that highlights a big shift in cloud infrastructure. As AI workloads grow to be extra resource-intensive, cloud suppliers are prioritizing architectures that ship superior efficiency per watt and help seamless software program portability. This evolution marks a strategic pivot towards a scalable, energy-efficient infrastructure optimized for the efficiency and calls for of contemporary AI.

    In the end, Arm-compatible inference engines allow real-time experiences like dwell translation and always-on voice assistants on battery-powered units. These developments carry highly effective AI capabilities on to customers with out sacrificing vitality effectivity.

    Developer momentum can be accelerating. In a current collaboration, GitHub and Arm launched native Arm Linux and Home windows runners for GitHub Actions, simplifying CI workflows for Arm-based platforms. These instruments decrease the barrier to entry for builders and allow extra environment friendly, cross-platform growth at scale.

    What’s subsequent

    Simplifying doesn’t imply eradicating complexity fully; it means managing it in a approach that permits innovation. Because the AI ​​stack stabilizes, the winners will likely be those that ship steady efficiency in a fragmented panorama.

    From a forward-looking perspective, count on:

    Benchmarks as guardrails: The MLPerf + OSS packages information you the place to optimize subsequent.

    Extra upstream, fewer forks: {Hardware} sources come to standard instruments, not customized branches.

    Convergence analysis + manufacturing: Quicker switch of paperwork to merchandise via shared runtimes.

    Conclusion

    The following part of AI would not contain unique {hardware}; It is also about software program that travels nicely. When the identical mannequin effectively reaches the cloud, the shopper, and the sting, groups ship quicker and spend much less time rebuilding the stack.

    Ecosystem-wide simplification, not brand-led sloganeering, will separate the winners. The sensible playbook is evident: unify platforms, upstream optimizations and measure with open benchmarks. Explore how Arm AI software platforms are enabling this future — effectively, securely, and at scale.


    Sponsored articles are content material produced by an organization that pays for the put up or has a enterprise relationship with VentureBeat, and is all the time clearly marked. For extra data, get in contact gross sales@venturebeat.com.

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  • What’s with the Oilers’ lack of offense early within the season?

    What’s with the Oilers’ lack of offense early within the season?

    EDMONTON – In hockey, the top tends to justify the means.

    Once you win a sport 3-2 in additional time — because the Edmonton Oilers did to finish a 2-3 highway journey Tuesday night time in Ottawa — followers discover the positives.

    The protection was good, the defensive posture was sturdy. As at all times, “An amazing defensive effort” is rarely that removed from “The place did all of the targets go?”

    That completely describes an Oilers workforce that was no higher offensively in that 3-2 additional time win over the Senators than it was in losses to New Jersey (5-3), the Islanders (4-2) or Detroit (4-2). Their assault has been dry, with nearly nothing coming off the frenzy – one thing that has at all times been an indicator of this workforce.

    So what occurs to a membership that has scored a median of three.33 targets per sport (ranked sixth within the NHL) over the previous three seasons, however seven video games this marketing campaign are producing probabilities at near the league common?

    As Sam Roberts sang, “The place have all the nice individuals gone?”

    Let’s begin with the workforce numbers (courtesy Sportlogiq):

    • Objectives for: 2.57 (twenty sixth within the NHL)

    • Anticipated targets: 3.21 (twelfth)

    • Shot makes an attempt per sport: 53.6 (twenty fourth)

    • Photographs on internet: 29.7 (fifteenth)

    • Slot photographs: 12.6 (twenty fourth)

    • Inside slot photographs: 6.9 (sixteenth)

    • OZ possession time: 7:52 (2nd)

    • Rush probabilities: 4.9 (thirty first)

    • Rebound probabilities: 1.6 (twenty third)

    • Probabilities of excessive hazard: 15.1 (thirteenth)

    What we see listed here are underlying numbers that counsel the Oilers ought to/will rating extra. They’ve the puck within the offensive zone of greater than 30 groups, and even with out Zach Hyman, their roster homes sufficient expertise to generate extra targets than they’ve scored to this point.

    The rebound probabilities communicate to a workforce that would definitely shoot extra, as does the truth that 23 different groups put extra photographs on internet than Edmonton. Jake Walman’s high-position clapper that beat Ottawa in additional time is an instance that you might want to give the opposite goalie an opportunity to overlook one every so often, like Linus Ullmark did on that tough shot.

    Of the seven video games performed, the Oilers solely scored twice in regulation time, 4 instances. In a fifth sport, Curtis Lazar scored meaningless targets with three seconds left in a 5-3 loss. That is 5 out of seven (primarily) scoring two targets per sport.

    At five-on-five, the Oilers are twenty eighth with 9 targets in seven video games.

    “We’re simply not scoring sufficient,” Draisaitl stated after the Detroit loss. “That is me – I am definitely not feeling it proper now. The sport adjustments when your finest gamers are feeling, seeing and creating assaults. It adjustments the entire dynamic of the group.

    “I simply want to have a look within the mirror and discover one thing that may very well be higher.”

    We get it: Just one NHL workforce has performed in additional playoff video games within the final 5 years than Edmonton (Florida), and back-to-back journeys to the Cup are usually not solely onerous on the physique, but additionally current a psychological problem on an October night time on Lengthy Island.

    “We have definitely performed a whole lot of hockey during the last three, 4 years. We’ve not had a whole lot of breaks, a whole lot of relaxation time,” Draisaitl stated. “There comes a time when possibly it units you again a bit of bit. However there’s one other workforce that went via the identical factor. We have to discover a strategy to get via it.

    “Simply have a look within the mirror and get higher.”

    McDavid leads the NHL in possession time within the offensive zone per sport, however the Oilers captain had the slowest scoring begin of his profession, lastly getting one on the facility play in Recreation No. 7. McDavid has but to attain at even energy this season, and has 4 factors at even energy up to now.

    Between them, McDavid, Draisaitl and Bouchard have one aim at even energy (six ES factors) in 21 video games performed this season. They’re the pinnacle of the snake in Edmonton, all of us agree. As they advance, so does the workforce.

    In a dialog we had in early September, McDavid promised to shoot extra this season and hoped to maneuver on from 2024-25, when he suffered his least productive season within the final 5.

    “I had a whole lot of actually good years and I wouldn’t classify final season as a kind of,” he stated of a 100-point season in 67 video games. “I wish to show that scoring 50 or 60 isn’t an remoted factor.

    “I’ve already scored 50 targets and 100 assists. I like targets a bit of extra.”

    Going into the Ottawa sport, McDavid led the NHL in slot passes, which you’ll be able to interpret both method. Both he is creating an excessive amount of down low, or he is passing too typically as a substitute of taking pictures.

    It is nonetheless early days and a 3-3-1 document isn’t a disaster. However the schedule proper now’s abysmal, with an eight-game stretch that options video games in three time zones and only one sport in Edmonton.

    Surviving the primary half of a season through which the Oilers play all of their East video games earlier than Christmas will likely be key, so they are going to nonetheless be within reach of the lead within the Pacific when the calendar slows down within the New 12 months.

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  • What an unimaginable time for ‘Star Wars’ to put up the perfect Ben Solo clip

    What an unimaginable time for ‘Star Wars’ to put up the perfect Ben Solo clip

    Oh, now they’re simply trolling us.

    On Wednesday morning, seemingly out of nowhere, the officer Star Wars The YouTube channel posted an official clip of Star Wars: The Rise of Skywalker known as “Rey and Kylo Ren vs. Palpatine”. You recognize, it is the clip from the tip of the movie the place Rey and Ben lastly group as much as struggle Palpatine and his henchmen. Mainly the perfect a part of an in any other case disappointing movie – and the scene the place Adam Driver lastly turns into Han and Leia’s son that we have all dreamed of seeing.

    Clearly, the clip is a big spoiler, so it is sensible to publish it nicely after the movie’s launch. However you do not publish SIX YEARS AFTER THE FILM’S RELEASE AND THE SAME WEEK THE NEWS CAME OUT THAT DISNEY REJECTED A FILM THAT WOULD HAVE BROUGHT ADAM DRIVER AS BEN SOLO BACK. Here is the clip earlier than we proceed.

    For many who have been at Sarlacc all week, in a brand new interview, Adam Driver revealed that a couple of years in the past he recruited Oscar-winning director Steven Soderbergh to direct a post-Rise of Skywalker movie that might have delved deeper into Ben Solo. The Hunt for Ben Solo it even had a script, by frequent Soderbergh collaborator Scott Z. Burns, which Lucasfilm liked. However in line with Driver, Disney CEO Bob Iger and co-president Alan Bergman did not see how Ben Solo may come again to life. So that they killed.

    The information generated an enormous wave of assist for the concept, seemingly from all area of interest markets. Star Wars fandom and for numerous causes. Some simply wished to see a Steven Soderbergh Star Wars movie. Others want we may have spent extra time with Ben Solo. After which, after all, there was a number of dialogue concerning the virtually idiotic logic behind not transferring ahead with the movie. Characters in Star WarsIn spite of everything, they’ve come again from the useless so many instances and in so many ways in which it is most likely extra frequent than a personality really staying useless.

    So in spite of everything this, to the official Star Wars YouTube posting this clip this week at this level appears like a provocation. An ideal, delicate and diabolical recognition of this second. Maybe, as many on social media have identified, Driver’s feedback act virtually just like the leak of Lifeless Pool filming all these years in the past. Footage that was filmed as a take a look at, handed on by the studio, however then secretly revealed to the general public and utterly celebrated. In the end, this labored out for Fox and Disney, did not it?

    A Ben Solo film, directed by Steven Soderbergh, might be much more thrilling. The information of its mere existence was actually met with extra enthusiasm than different current information. Star Wars information.

    Any ideas on when this clip might be posted? Do you suppose a Ben Solo film may nonetheless occur?

    Need extra information about io9? Take a look at when to anticipate the newest releases from Marvel, Star Wars and Star Trek, what’s subsequent within the DC Universe in movie and TV and every part it’s essential find out about the way forward for Physician Who.

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