MC Project

CUI – Native UI components for C

support@mycoding.id (Riki Setiawan) — Mon, 09 Nov 2026 20:35:16 +0700

CUI Overview Guide Components Showcase Apps Changelog

Apple’s $50 Intelligence Usage Packs extend access to some AI features

support@mycoding.id (Andrew Liszewski) — Mon, 09 Nov 2026 20:09:58 +0700

Andrew Liszewski

is a elder newsman who’s been covering and reviewing the latest gadgets and tech since 2006, but has loved all things digital since he was a kid.

After publishing a support part in first September outlining use limits for several Apple Intelligence features, the business has updated Logic Pro alongside an choice to “Buy More Usage” for a one-time acquisition cost of $49.99, as spotted by 9to5Mac. It has a built-in AI aide to do things akin “start a new song, set up a vocal track from a sole prompt, or refine an energetic project.”

These Intelligence Usage Packs, as Apple calls them, volition authorize users to continue accessing certain Apple Intelligence features that have use limits since they depend on cloud-based AI models from OpenAI or Google Gemini. The Usage Packs can lone be used by the Apple Account that purchased them (Family Sharing isn’t supported) and, as Apple explains on its website, any unused additional use volition rotate complete from duration to month, but volition expire 12 months following it was purchased.

For Logic Pro, Apple says the use bounds is “impacted by the complexity of conversations you have alongside the assistant.” Users finding themselves operating out of admission can discover the choice to buy an Intelligence Usage Pack in the Intelligence Features > Show Usage division of the app’s chief menu. Currently, lone Logic Pro has the choice to buy additional usage, but it’s expected to be added to another Apple Creator Studio apps this month, including Pixelmator Pro, Final Cut Pro, Motion, affirmative Pages, Keynote, and Numbers that are getting admission to Apple’s AI chatbot.

Follow topics and authors from this narrative to see additional akin this in your personalized homepage nourish and to obtain email updates.

Andrew Liszewski

Claude Fable 5.2 and Mythos 5.2

support@mycoding.id (Riki Setiawan) — Mon, 09 Nov 2026 19:56:29 +0700

We’ve upgraded Claude Fable and Claude Mythos—models that are designed to tackle the most daunting specialized challenges.

Claude Fable 5.2 and Claude Mythos 5.2 display improvements in areas akin coding, reasoning, and vision. During prerelease evaluation they’ve helped our engineers complete otherwise-infeasible application migrations, designed three operating digital devices from scratch, solved two open problems in the discipline of dreary holes, made significant advancement on robotics evaluations, and formalized the evidence of Fermat’s Last Theorem in 30 hours—among many another applications we’ll conversation below.

Claude Fable and Claude Mythos are the identical underlying model. Fable has powerful cybersecurity and existence discipline safeguards to defender against misuse, which allows us to create it accessible to all users. Organizations following beneficial applications in cybersecurity or biomedical investigation can use for admission to Mythos through our lately expanded Life Sciences and Cyber Verification Programs.

Testers have established that Fable 5.2 and Mythos 5.2 communicate additional plainly than former Fable and Mythos models. They create outputs up to 30% faster than Claude Fable 5.1 and Claude Mythos 5.1, and they’re accessible at a lesser price: $8 per myriad input tokens and $40 per myriad output tokens.

Fable 5.2 and Mythos 5.2 additionally arrive alongside an optional accelerated mode, which speeds up token generation by up to 2.5 times. Fast manner is accessible for $16 per myriad input tokens and $80 per myriad output tokens.

Safety and alignment. To assistance justify safety and alignment keep stage alongside expanding example capabilities, we ran extended prerelease safety evaluation on the example that underlies Fable 5.2 and Mythos 5.2. This included evolving novel evaluations that provision deeper understanding into particular concerning behaviors akin sandbox escapes. We accept high-stakes risks from misalignment remain low, and the example performed as fine as, or improved than, our latest models on most alignment measures. Fable 5.2’s cyber and existence discipline safeguards are as sturdy as those of Fable 5.1 but create small unnecessary blocks, and we have implemented our strongest-ever protections against distillation attacks.

We depict additional concerning our safety evaluation below, and complete particulars can be established in the Claude Fable 5.2 and Mythos 5.2 System Card.

When to use Claude Fable 5.2 and Mythos 5.2. Fable and Mythos are finest for the most ambitious, open-ended specialized work. For most coding and cognition tasks, we propose that users commencement alongside Claude Opus 5.5, our strongest regular driver, and afterward toggle to a distinct example as required, depending on the range and complexity of their work—upward to Fable or Mythos, or downward to Claude Sonnet 5.5 or Claude Haiku 5.5. Fable 5.2 can additionally perform the function of Advisor (where Haiku, Sonnet, or Opus models consult it to assistance resolve harder problems) or Orchestrator (where it delegates simpler tasks to smaller models).

Evaluating Claude Fable 5.2 and Mythos 5.2

Benchmark performance. The benchmarks array below shows that Claude Fable 5.2 and Mythos 5.2 are a stage complete Opus 5.5 in nearly all the capabilities we evaluated:

Effort and efficiency. On Medium attempt (the default in Claude apps and Claude Code), Fable 5.2 can accomplish challenging tasks alongside small tokens than Fable 5.1. In first evaluation on the FrontierCode 2.0 evaluation, Fable 5.2 at High attempt scored concerning flat alongside Opus 5.5 at Max effort, for approximately fractional the disbursal per task. At Xhigh effort, it additionally scored the highest of any released example tested.

Coding

Over 90% of the changes merged into Anthropic’s center codebase are now written by Claude (with individual guidance). We’ve used Fable 5.2 to fix stubborn bugs in minutes, optimize achievement throughout all of our services, and complete high-value application projects that would alternatively have been too dilatory or too costly to attempt. A squad of agents operating an before type of Fable 5.2 migrated a crucial manufacturing assistance from Python to Rust—the assistance is now additional efficient, additional reliable, and starts concerning 26 times faster. We’ve established that Fable 5.2 exercises powerful engineering judgement and can create high-quality results from equal ambiguous requests.

As an experiment, one Anthropic engineer gave Fable 5.2 the project of designing a prototype functioning system. Starting from an bare folder, the example coordinated complete 1,000 subagents, operating about the clock for eight days writing, testing, and reviewing code. It produced a operating functioning scheme that boots on a laptop, alongside its own center that runs the machine, drivers for the disk, keyboard, and network, imperishable document storage, windows, a login screen, an installer, and built-in Claude functionality (see the video below).

Early testers have been impressed at how successfully Fable 5.2’s coding skills can be applied to a broad range of tasks:

Cybersecurity

Claude Mythos 5.2 is our most capable example for cybersecurity engineering. It catches additional vulnerabilities than our former models, and is improved at reproducing and fixing them (note that Claude Fable 5.2’s safeguards volition obstacle most cybersecurity-related tasks). A safety business established that one in six confirmed bugs established by Claude Mythos 5.2 were missed by all of the another frontier models they tested. On our inner evaluation, CVE Rediscovery,¹ Claude Mythos 5.2 established 10.2% additional vulnerabilities than Claude Opus 5.5 and 14.4% additional than Claude Mythos 5.1. Claude Mythos 5.2 additionally shows improved judgement and calibration—one tester established that former models had overstated the seriousness of concerning 1 in 20 findings, whereas Claude Mythos 5.2 hadn’t overstated any.²

Claude Mythos 5.2’s cyber capabilities are accessible through our Cyber Verification Program, which we’re continuing to develop and improve. Claude Enterprise customers (even if they aren’t members of the Cyber Verification Program) can admission Claude Security, which scans codebases for vulnerabilities using our most capable models—which now includes Claude Mythos 5.2. A latest update to Claude Security helps it observe repositories as code is updated, track any findings to justify they’re fixed, study from additional context, and nexus to a user’s tools through an API and MCP.

Science and engineering

Important tasks in science, engineering, and math increasingly depend on coding: analyzing data, modeling molecules, designing parts, and controlling instruments are all done through software. Below, we conversation how Claude Fable 5.2 and Claude Mythos 5.2 have helped researchers create advancement on difficult problems in these areas.

Theoretical physics

Claude Fable 5.2 solved two open problems in theoretical physics. Both involvement dreary holes, and the attempt to merge the two linchpin theories of contemporary physics, relativity, and quantum mechanics.

Both of Claude’s results depend on holographic duality, the idea that certain universes containing gravity can be exactly described by a quantum theory containing no gravity at all. In the archetypal problem, physicists in 1983 had shown that as these universes warmth up, dreary holes form abruptly, akin h2o boiling; but their method worked lone in ample universes that were big adequate for relativity to apply. A calculation to decide whether the identical was true in extremely small universes, anywhere lone the quantum clarification can be used, was laid out in 2003 but was too laborious to complete. Fable 5.2, operating mostly autonomously, completed it and established the passage is abrupt there, too. In the second problem, Fable 5.2 established the exact bounds of a method physicists have used for additional than 15 years to regulation out applicant theories of quantum gravity in a simplified universe. Read additional concerning these results in their corresponding preprints, here and here.

Protein folding

Adeno-associated viruses are small, harmless viruses whose macromolecule shell, the capsid, can be used to provision cistron therapies. The macromolecule construction of the capsid is important—for example, it affects whether the therapy volition be blocked by a patient’s immune system—but it’s additionally extremely complex. Existing protein-folding models akin AlphaFold can foretell idiosyncratic proteins, but a capsid is built from dozens of them. Building on two open-source protein-folding models, Claude Mythos 5.2 established a novel way to accurately foretell a entire capsid’s structure. It wrote code that ran these models on overlapping groups of macromolecule chains, and used the data on the known symmetries of the capsid to merge them together.

Claude’s method worked throughout multiple capsids, the two natural and engineered (in our tests, it accurately modeled 28 of the 34 it attempted).³ Three computational biologists shared the following reflections on how Claude’s skills could be used to speed up their investigation into cistron therapies:

Mathematics

Mathematical formalization. Formalization is the procedure of translating a mathematical evidence into a tongue that a device can inspect stage by step. It can assistance individual mathematicians acquire confidence in results without having to inspect them by hand (this matters equal additional whenever AI models create results that are difficult for humans to verify). Because formalization is specified a laborious process, if AI could assistance alongside it, mathematicians could expend additional period exploring novel ideas.

Our archetypal formalization of Fermat’s Last Theorem, performed by an unreleased investigation type of Claude, took 11 days. It relied on a purpose-built harness alongside alongside direction from a individual researcher. By contrast, a squad of 1,000 Fable 5.2 agents completely formalized the theorem in fair 30 hours, alongside minimal individual intervention. Fable 5.2 started from minimal prompts, built its own ways to coordinate, and used no mathematical references, lone a catalog of intermediate theorem statements to mark progress. It needed one-third as many act tokens as our archetypal formalization and produced a evidence seven times shorter. As can be seen in the fig below, Opus 5.5 (with the identical 1,000-agent setup) completed lone 26% of the formalization in 18 hours, and barely made any additional advancement following 30.

Read additional concerning the formalization here.

Hardware and robotics

Many of AI’s possible benefits—for example, in speeding up lab research—depend on it being capable to act in the bodily world. Claude Fable 5.2 continues our models’ trend of increasing usefulness in the real world, showing promising results on tasks specified as designing hardware devices and significant advances in controlling bodily robots.

Hardware engineering. We tested Fable 5.2’s skills in hardware engineering, asking it in a one-paragraph immediate to scheme and create three operating digital devices alongside their own circuit boards, 3D-printed enclosures, and software. The devices, shown below, were a residence voice-assistant hub, a USB speakerphone, and a handheld virtual pet. We collaborated on this project alongside Diode, a business that designs and manufactures circuit boards.

Claude wrote its own specifications, selected accessible digital components from US distributors, routed all device’s four-layer circuit board, modeled the enclosures alongside computer-aided design, and programmed the devices’ software. Each commission was prepared for manufacturing in under a day, alongside minimal individual input. Once Diode had built the boards, Claude guided the company’s engineers through the evaluation and gathering of the devices. All three devices worked without needing any electric modifications. Read additional concerning Claude’s hardware engineering skills here.

Robotics. Compared alongside before Claude models, Fable 5.2 shows substantially improved skills in controlling bodily robots—even for robotics tasks on which it has never explicitly been trained. The video below shows robots controlled by Fable 5.2 completing a assortment of tasks, including solving a puzzle cube, unscrewing a flask cap, and example a image of a robot. On the community RoboDojo benchmark, which tests how AIs can authority a simulated two-arm robot from camera images, Fable 5.2 outperformed another frontier models that were run on the identical harness, as fine as most AI systems built specifically to authority robots.

Research and analysis

Early testers using Claude Fable 5.2 for investigation and inspection tasks established that it can grip additional ambiguous, data-heavy tasks than former models and has improved judgement on ambiguous tasks—particularly those that necessitate theoretical reasoning and design. Proprietary selling resolute Jump Trading tested Fable 5.2 on proxy evaluations that resemble several of its quantitative investigation tasks, embedding it in a harness akin to the one the resolute uses for its own research. In one run, Fable 5.2 efficiently played all the necessary roles: code-writer, coordinator, planner, and job-submitter. Previous models had required significant investments of period to manually rebalance roles to modify distinct models’ strengths and weaknesses.

Other testers from investigation and inspection organizations sent us the following statements on their experiences alongside Fable 5.2:

Safety and alignment

No sole test can inform us how a extremely capable example volition behave formerly it’s deployed, so we depend on many distinct tests and many distinct types of evidence before release. For the example underlying Claude Fable 5.2 and Claude Mythos 5.2, our predeployment safety activity included alignment training and testing, newly designed evaluations on the model’s propensity to obtain unhelpful actions, construction stronger safeguards against misuse, and scaling up our behavioral monitoring. The example was additionally tested before publish by external evaluators, including the UK AI Security Institute, Frontier Design, and METR. See the Claude Fable 5.2 and Mythos 5.2 System Card for a summary of their reports⁴ and for a complete clarification of our own safety and capabilities testing.

Alignment testing

We ran a suite of evaluations for how well-aligned Claude Fable 5.2 and Claude Mythos 5.2 are in behavioral terms, evaluation how frequently they behave in unintended and possibly unsafe ways. Weighing everything we’ve seen throughout a range of evaluations, we’ve assessed the hazard of these models behaving in unsafe ways in high-stakes situations to be low (as alongside our another latest models).

We tested Claude Mythos 5.2 (the identical underlying example as Fable 5.2 without certain cybersecurity or existence discipline safeguards), on our automated behavioral audit, which tests how a example behaves throughout about 1,900 scenarios. Claude Mythos 5.2 performed as fine as, or improved than, Opus 5.5, Sonnet 5.5, and Claude Mythos 5.1 on most measures. For example, it scored improved than all three on most measures that affect misleading users. Hallucinating inputs, falsely claiming to have completed a task, omitting crucial information, and failing to disclose bad or lazy activity were all lesser in Claude Mythos 5.2.⁵

We paid particular notice during our evaluation to behaviors that contributed to latest notable cybersecurity and alignment incidents. For example, we established that Claude Mythos 5.2 has a lesser propensity than Opus 5.5, Sonnet 5.5, and Mythos 5.1 to affect in biased or motivated reasoning (such reasoning power average it “explains away” evidence that it isn’t in a simulation and thus takes actions without a realistic understanding of the consequences).

We ran multiple distinct evaluations to test the model’s inclination to attempt escaping its sandbox. In two evaluations we’d used previously, Claude Mythos 5.2 made substantially small attempts at sandbox escape than any another example we’ve tested. In a dedicated evaluation—an adversarial test including complete 1,800 scenarios, most of which could not be solved without escaping a sandbox, and anywhere the sandbox has a deliberate weakness—Claude Mythos 5.2 made use of credentials or records that we had placed exterior its sandbox in 3.1% of scenarios, concerning as frequently as Opus 5.5 (3.3%), small frequently than Sonnet 5.5 (5.1%), and fine below former iterations of Claude Mythos (5 and 5.1, which scored 39% and 21%, respectively). We established that another techniques, specified as describing the sandbox and adding tools to study weaknesses, reduced Claude Mythos 5.2’s escape attempts equal further. On another measures—one, for example, involving taking harmful actions following erroneously concluding it was in a simulation—Claude Mythos 5.2 scored slightly worse than Opus 5.5, and concerning flat alongside Claude Mythos 5.1.

The issue of construction evaluations that reliably capture all nonaccomplishment before a example is deployed remains unsolved. The complexities of evaluating extremely capable models frequently muddy the picture—for example, Claude Mythos 5.2 and Fable 5.2 all sound suspicion that they are being evaluated additional frequently than any of our latest models, which challenges our capability to measure how they volition act in real-world settings. As these settings develop and capabilities addition alongside forthcoming models, we anticipate this difficulty to grow. That is why we do not depend on these evaluations solitary to provision a holistic image of safety: we diagram on monitoring during training, reviews of transcripts from inner use, evaluation by external evaluators, and interpretability techniques for examining what is happening inner the model. We are additionally operating to create our evaluations additional realistic and to improved comprehend what they miss.

Safeguards

Cybersecurity and existence discipline safeguards. Consistent alongside former Claude Fable models, Fable 5.2 comes alongside safety classifiers that obstacle high-risk cyber activities, including intrusion testing, utilize generation, and binary-based vulnerability, as fine as most tasks in investigation biology. When a query is blocked, users volition alternatively obtain a reply from Opus 4.8 for cybersecurity and Opus 5 for biology. Since the publish of Claude Fable 5.1, we have continued to decrease false positives for our safety classifiers. Based on first evaluation throughout claude.ai, Claude Code, and Cowork, we observed concerning 55% small blocks alongside Fable 5.2 compared alongside Fable 5.1—about 60% small in cybersecurity and 40% small in biology. Claude Mythos 5.2 is accessible to vetted organizations that activity in these dual-use areas.

AI investigation and development. The example that underlies Claude Fable 5.2 and Claude Mythos 5.2 is a stage onward in broad capabilities. However, during the model’s training, we took steps to bounds advances in the particular investigation capabilities that could most immediately accelerate AI development. Thus, in applicable areas, including accelerator kernel optimization and improving ample tongue example architectures, Fable 5.2 and Claude Mythos 5.2 execute at concerning the flat of Opus 5.5. Importantly, we ensured that the training changes did not power connected capabilities akin agentic coding, hardware development, and traditional AI or device learning investigation (including interpretability research). We do not alter these capabilities as the example is being served to users (that is, at conclusion time). As described in Section 1.5 of the System Card and likewise to former models, Fable 5.2 and Claude Mythos 5.2 additionally contain transparent fallbacks to Opus 5 for a small set of topics in this domain, including kernel betterment on certain nonstandard accelerators.

Anti-distillation. Distillation, anywhere a example is trained on the outputs of a additional advanced one to extract the advanced model’s capabilities, occurs illicitly on an manufacturing scale, frequently involving thousands of counterfeit Claude accounts. Since distillation allows for advanced capabilities to be released without the safeguards we’ve built into Claude, it creates safety and national safety risks (see our September 2026 danger intellect report for particulars on illicit distillation action we’ve detected and disrupted so far). Fable 5.2 has the strongest protections against distillation of any example we’ve released; it uses the techniques we described in a recent report, which have reduced the data harvested by distillers by 90% to 99%.

We are additionally expanding the rollout of an API characteristic that helps defender against illicit distillation: preserved thinking now applies to all accounts. Preserved thinking prevents distillers from editing Claude’s previous environment in an attempt to extract its reasoning (developers can mention to our preserved thinking docs to study how to update integrations alongside new API features).

Data privacy and Enterprise Frontier Safeguards

Some additional complex forms of AI example misuse can be detected lone whenever observing patterns throughout multiple requests. For this reason, mighty models akin Claude Fable 5.2 and Claude Mythos 5.2 rely on safeguards that detect a opening of use data (as opposed to idiosyncratic responses). With Enterprise Frontier Safeguards, automated safety monitoring is run on prompts and responses that are stored in a customer’s infrastructure, making it compatible alongside zero data preservation (ZDR). Enterprise Frontier Safeguards is now in personal beta alongside customers akin Bridgewater, Salesforce, and Stripe.

Enterprise customers can petition admission to Enterprise Frontier Safeguards by contacting their document squad or by completing this form. Eligible customers can continue using Claude Fable 5.2 and Claude Mythos 5.2 alongside zero data preservation before implementing safety monitoring alongside EFS. For another customers, we have 30-day preservation for safety monitoring.

Availability

Claude Fable 5.2 is accessible today on all platforms, including Amazon Web Services, Google Cloud, and Microsoft Azure. Developers can get started alongside claude-fable-5-2 on the Claude Platform.

This week, we’re giving subscribers on eligible paid plans additional Fable usage. Plans and seats that contain Fable models get one to three Fable resets according to how lengthy they’ve subscribed, and Fable is included for up to 50% of weekly use limits for Pro plans and norm seats on the Team plan. Learn additional concerning the Fable 5.2 initiate promotion here.

Cybersecurity professionals can use for admission to Claude Mythos 5.2 through the Cyber Verification Program. Claude Enterprise customers can additionally use Claude Security, powered by our complete family of models, including Claude Mythos 5.2. Life sciences researchers can additionally apply for admission through the Life Sciences Verification Program.

Fast manner for Claude Fable 5.2 and Claude Mythos 5.2 is accessible on Claude Code, the Claude Platform, Claude Models on Google Cloud (Anthropic managed and Google managed), and Microsoft Foundry (Anthropic hosted). Note that admission to Claude Mythos accelerated manner is accessible lone to organizations who are part of our Verification Programs.

The 5 latest developments in the Jensen Huang scandal

support@mycoding.id (Brent D. Griffiths) — Mon, 09 Nov 2026 19:56:18 +0700

Nvidia CEO Jensen Huang Joel Saget / AFP via Getty Images

The fallout from Nvidia CEO Jensen Huang's admission of an matter continues.

On Monday, shares of Nvidia cut approximately 5% a day following Nvidia's commission stated it was examining reports that Huang was the mark of a Chinese spy campaign.

The female at the center of the allegations is Alice Huang, who has been an administrator for Megaspeed, an Nvidia customer. The New York Times reported in delayed October that US intellect officials accept Alice Huang, who developed a near association alongside the Nvidia CEO, was passing data to Beijing.

Several news outlets, including Business Insider, have since reported on another important developments.

Here are the highlights:

• The Commerce Department stopped an inquiry into Megaspeed following receiving an email from Nvidia's broad advise asking concerning the monthslong probe, The New York Times reported. The case was abruptly transferred to the Justice Department, the outlet reported.

• In first 2025, Alice Huang and a endeavor partner were pitching China-based investors on a Southeast Asia data center project "worth multiple hundred myriad dollars," The Financial Times reported. The brace told investors they would have "no issue securing GPUs," one capitalist who was current for the throw told the publication.

• The Nvidia CEO started operating alongside Heller, a PR resolute known for directing leaders through sex scandals, as first as October 2025, Wired reported. Risa Heller, the emergency communications expert who founded the firm, has earlier worked alongside the likes of erstwhile Rep. Anthony Weiner and chef Mario Batali. Wired noted that Heller additionally handles company communications that are unrelated to scandals.

• Jensen Huang is no longer expected to appear at Anthropic's CEO forum on Monday, and his name disappeared — and afterward reappeared — from the speaker lineup for ElevenLabs' gathering on Wednesday, Business Insider's Henry Chandonnet and Geoff Weiss reported.

• Similarly, Madison Huang, Jensen's female and a elder Nvidia executive, abruptly dropped out of an AI-focused event in Seoul, Bloomberg reported.

Will Jensen Huang resign? Trump and tech leaders sound off on whether Nvidia's CEO can keep his job.

support@mycoding.id (Sarah E. Needleman) — Mon, 09 Nov 2026 19:51:04 +0700

President Donald Trump presented the National Medal of Science to Nvidia CEO Jensen Huang in October. Kent NISHIMURA / AFP via Getty Images

Jensen Huang helped create Nvidia essential to the AI boom. Now, amid an investigation into his individual conduct, the business must visage the inquiry of whether he is essential to Nvidia, too.

The cofounder and CEO has lengthy been credited alongside steering the chipmaker's bonzer rise, assisting to rotate it into the world's most precious business and himself into among the most mighty figures in tech.

Yet on Sunday, Huang admitted to having an affair. The female at the center of the disagreement is Alice Huang, who has been an administrator for Megaspeed, an Nvidia customer. The New York Times reported that US intellect officials accept she was passing data to Beijing. Nvidia's commission stated it is looking into whether he was a mark of a foreign-intelligence effort.

The business now faces an clumsy dilemma: Is its celebrity CEO too crucial to stage down?

Some tech leaders, investors, and another executives say Huang's track document and importance to Nvidia create him unattainable to replace. Others say that no CEO have to be indispensable, particularly whenever a commission is examining whether his or her individual behavior created risks for the company.

Here's what they're saying:

President Donald Trump

Speaking to reporters on Sunday, Trump praised Huang's work and stated he hopes "everything's fine."

"He's done specified an amazing job," stated Trump. "He's a fine person, in my opinion."

Asked whether he desired he had acted on intellect alleging the female Huang had an matter alongside was a spy, the chairman stated he did not.

"No, I don't think so," Trump said, adding that he thinks Huang is "an honest guy."

"I think he likely has an excuse for it," stated Trump. "You have to comprehend it."

Gavin Baker, managing partner and CIO of Atreides Management

Baker is in the "stay" camp. He stated on X on Sunday that he has known Huang for nearly 30 years and does not accept Huang would knowingly disadvantage the US or Nvidia.

"The lone item he has always stated to me concerning China is the complete importance of keeping the American hardware ecosystem, led by Nvidia, onward of China. That's it," wrote Baker. "I have never known him to be item another than patriotic and deeply pro-American."

Baker stated that Huang should remain CEO since he sees Nvidia's China scheme as advancing US national safety interests fairly than undermining them. He stated on X that Huang has consistently advocated for giving China small mighty versions of the company's chips, and Baker warned that removing Huang could advantage China.

"I'm not certain what China hoped to acquire from this espionage procedure stated they are restricting revenue of Nvidia GPUs inner of China but it is value considering that having Jensen removed as the CEO of Nvidia power assist China's own national safety goals," Baker wrote.

Ben Thompson, originator of Stratechery

The originator of Stratechery, a subscription-based newsletter and podcast, is additionally in favor of keeping Huang put and urged Nvidia leaders' detractors "to do several reflecting of their own."

In a article on Stratechery, Thompson stated that Huang is essential to Nvidia's success. He stated AI is the most crucial industry to the US, and that Nvidia is among the most crucial companies supporting it.

"I do not subscribe to the idea that anyone could do his job; there are awesome men, and Huang is one of them. That he is flawed does not alter this reality; indeed, awesome men continually are," Thompson wrote.

He added that he hopes Huang can keep his job amid the turmoil.

"Yes, behavior the investigations; yes, petition improved controls. At the end of this, however, absent evidence of any kind of apparent betrayal of U.S. interests, it is in the interests of the U.S. that Huang continue to be CEO of Nvidia," wrote Thompson. "I extremely much anticipation that is anywhere this ends up."

Gary Black, managing partner of The Future Fund

Black doesn't anticipate Huang to rod around.

"I doubt Jensen Huang volition be capable to remain as $NVDA CEO," he wrote on X on Sunday. "While Huang has not committed any infringement or tort, his code of behavior and judgement volition be called into inquiry which volition apt outcome in his elimination by the NVDA Board."

Still, Black stated he thinks Huang lacks a natural successor inside the company. He told Business Insider Nvidia volition apt bring in person from the exterior or choice a commission associate to be interim CEO.

Ryan Fedasiuk, elder chap at The Foundation for American Innovation

Ryan Fedasiuk, a elder chap at The Foundation for American Innovation, a innovation think tank, anticipates broader fallout.

"I don't accept this individual matter volition remain an secluded event," he wrote on X on Monday. "I additionally don't accept it can be divided from the company's broader PR emergency in DC: marketing advanced chips to China, including through unscrupulous measures."

Fedasiuk stated the matter could invitation congressional scrutiny in part since it engaged one of Nvidia's customers.

"I don't see how it's imaginable for him to survive," Fedasiuk told Business Insider.

Dan Ives, partner and elder managing director at Yorkville Ives

In an X post on Sunday, Ives called the saga a stain on Huang's reputation. "This is a dreary eye instant for Jensen and volition spark multiple legislative inquiries at a minimum and volition create an overhang," Ives wrote.

Ives afterward stated in a follow-up post that investors mostly anticipate Huang to remain CEO but are factoring in a small chance that the commission inquiry could guide to his elimination or departure. Ives added that Huang was not replaceable in investors' eyes, which he stated was a concern for Wall Street.

E-means: 10x faster k-means at equal loss

support@mycoding.id (Riki Setiawan) — Mon, 09 Nov 2026 19:45:43 +0700

An command of dimension small epochs

Across a large range of scales and datasets, e-means reaches a test defeat below Lloyd's at 25 epochs, in 1.2 to 3 epochs. Measured end to end, that is a 10–45× wall-clock decrease on GPU against the state-of-the-art Lloyd implementation (Flash-KMeans^[2]), and 8–15× on CPU against Faiss^[1]. Speed and norm normally commerce against all another in k-means, during e-means achieves the two improved speed and loss.

The k-means problem

Given a fixed dataset of n points X = {x₁, ..., x_n} ⊂ R^d and an entire figure k, the k-means issue is to discover k centroids C = (c₁, ..., c_k) minimizing the average squared extend between all item and its nearest centroid:

\[ \mathrm{MSE}(X, C) = \frac{1}{n} \sum_{i=1}^{n} \|x_i - c_{a(i)}\|^2, \qquad a(i) = \arg\min_{j \in \{1,\dots,k\}} \|x_i - c_j\|^2 \]

\[ \mathrm{MSE}(X, C) = \frac{1}{n} \sum_{i=1}^{n} \|x_i - c_{a(i)}\|^2 \]

\[ a(i) = \arg\min_{j \in \{1,\dots,k\}} \|x_i - c_j\|^2 \]

It's a fixed dataset, dissimilar codebook learning inner VQ-VAEs, anywhere the allocation to collection is continually moving.

The e-means project

The goal of e-means is to provision a contemporary optimization regulation for the k-means problem. We started this project from the following observations:

k-means is among the rare problems in device learning anywhere full-batch optimization is motionless extensively used.
Mini-batch k-means methods in the writings exist^[3],[4],[5], but are mostly according to the MacQueen update rule, released in 1967.
Modern profound learning offers optimization tools that can enhance mini-batch methods.

For e-means, we chose to do mini-batch updates alongside exponential moving averages^[6], which we established to be most productive for the k-means problem. Contrary to former mini-batch approaches, e-means requires no hyperparameter tuning since it automatically sets the lot size and stage size alongside scaling laws (see Automatic hyperparameter tuning alongside scaling laws). In addition, e-means improves the initialization and the dead-cluster revival strategy, adds a cosine-scheduled decay rate, and introduces a finalization phase that reduces the training defeat for a negligible runtime penalty at the end of training. e-means is extremely parallelizable, and comes alongside specialized kernels that translate its algorithmic advantage into wall-clock speedups.

Moving-average updates

Each mini-batch updates all cluster's figure and sum. The centroid is their ratio.

No hyperparameter tuning

Everything is derived from scaling laws.

Start and finish

Novel initialization and finalization methods. The run ends on all cluster's exact last-epoch mean.

Cosine scheduling

The stage α anneals from α₀ to 0.1α₀, as a learning charge does.

Dead-cluster revival

Clusters alongside size below a threshold are revived by splitting a ample cluster.

Specialized kernels

GPU kernels fuse the nearest-centroid assignment, turning the era funds complete into matching wall-clock speedups.

The centroid update rules

The centroid update regulation is the chief component of e-means. This division aims to provision an overview of update rules for k-means clustering. All methods maintain, for all collection j, a sum S_j and a figure N_j of the points assigned to it, and obtain the centroid as their ratio:

\[ c_j = S_j / N_j \]

They differ lone in how S_j and N_j are updated. Below, s_j and n_j signify the sum and the figure of the points in the current lot that are assigned to collection j (both zero if none are).

Lloyd’s algorithm^[7] assigns all item to its nearest centroid and recomputes the data from scratch, using the complete dataset as the batch:

\[ S_j \leftarrow s_j, \qquad\quad N_j \leftarrow n_j \]

so c_j is the exact average of the points currently assigned to it. Each update expenses one complete continue complete the data, and the procedure is repeated a fixed figure of times (typically 20 to 50 iterations).

MacQueen’s update^[3] accumulates the data without always discarding them:

\[ S_j \leftarrow S_j + s_j, \qquad\quad N_j \leftarrow N_j + n_j \]

so c_j is the uniform average of all item assigned to collection j since the commencement of training, including points assigned under earlier, perchance poor, centroid positions. This was afterward partially addressed by Staleness-Reduction Mini-Batch K-Means^[8], a hybrid method between k-means and MacQueen. They obtained crucial speedups, but lone on extremely low numbers of clusters.

e-means plant on mini-batches and replaces this sum alongside an exponential moving average:

\[ S_j \leftarrow (1-\alpha)\,S_j + \alpha\, s_j, \qquad\quad N_j \leftarrow (1-\alpha)\,N_j + \alpha\, n_j \]

\[ S_j \leftarrow (1-\alpha)\,S_j + \alpha\, s_j \]

\[ N_j \leftarrow (1-\alpha)\,N_j + \alpha\, n_j \]

so older assignments are forgotten at charge α, and the centroid tracks latest assignments fairly than the entire history. This update regulation is typically used for moving distributions, hence their acceptance for training VQ-VAEs^[6]. What we established is that it’s additionally extremely productive for fixed datasets if it’s blended alongside e-means’ another components, and hyperparameters are correctly tuned.

Why exponential moving average updates and not gradient descent?

The e-means project started from former activity at Meta FAIR by Hugo Touvron and Hervé Jégou, who had established that mini-batch k-means by gradient decline could attack Lloyd’s algorithm. While I could reproduce these results, I established that the achievement of gradient-descent based centroid updates is unstable at ample learning rates, dissimilar exponential moving average updates. I doubtful that is since EMA updates justify that the centroid is continually in the convex hull of points assigned to it, during gradient decline updates may overshoot former that hull.

Test error against the productive stage a centroid takes, at a ample batch, for exponential-moving-average updates (EMA) and plain gradient decline (SGD), all at all stage environment tried. DEEP, 1 myriad vectors, and SIFT, 10 myriad vectors, 16,384 clusters, 5 epochs, median complete 3 seeds. The vertical axis is percent complete the finest test error in the panel. At its finest setting, gradient decline ends 1.6% (DEEP) and 0.4% (SIFT) complete the moving average.

In command to accomplish the lowest defeat at a fixed figure of epochs, we chose exponential moving average updates, hence the name e-means for our method.

Lloyd is a particular case of e-means: hyperparameter study

If you set the lot to the complete dataset, B = n, and α = 1, afterward N_j and S_j rotate into exactly the figure and sum of the entire cluster, so one e-means repeat becomes exactly one Lloyd iteration. Lloyd is an extreme case of e-means without cosine scheduling on the learning rate. However, our hyperparameter hunt established that this extreme environment is extremely suboptimal, which explains why e-means mostly outperforms Lloyd. Below, the defeat is measured for all lot size B and stage α: Lloyd lands in a corner, fine exterior the area anywhere the defeat is lowest.

Validation defeat for all lot B and stage α, related to the finest cell, following 5 epochs. DEEP, n = 10⁶, k = 1024. The stage is changeless current (no cosine schedule) so that Lloyd is exactly among the cells: complete batch, α = 1. The lowest losses prosecute a diagonal band, a larger lot calls for a larger step.

This hyperparameter study motivated us to get scaling laws that automatically choice the optimal lot size B and stage size α.

e-means improved escapes local minima

To improved comprehend why e-means reaches improved losses than Lloyd at convergence, we plotted a few trainings on toy datasets to measure their capability to escape local minima. Repeating trainings complete 200 seeds, we established that e-means is much small apt to autumn in pathological configurations compared to Lloyd.

Two blobs of extremely distinct sizes, k = 8. Lloyd puts two centroids on the small blob and leaves the ample one short. e-means starts in the identical trap and leaves it inside its archetypal epochs, ending alongside seven centroids on the ample blob and one on the small. Over 200 starts Lloyd stays stuck on 26% of starts, during e-means stays stuck on 3.5% of times.

Nine blobs in a 3×3 grid alongside heavier corners, k = 10. Lloyd leaves the centre blob without a centroid and crowds three into a corner. e-means falls into the identical arrangement, afterward climbs out about era 10. Over 200 starts Lloyd stays stuck additional than 1% worse on 43% of starts, during e-means is additional than 1% worse on 4%.

Four blobs on a quadrate about a heavier centre blob, k = 5. Lloyd puts two centroids on one border blob and strands one in the gap between two others, which afterward portion it. e-means, from the identical start, gives all blob one. Over 200 starts Lloyd stays stuck on 15.5% of starts, during e-means stays stuck on 0%.

Five blobs on a line, k = 5. Lloyd leaves a ray center blob without a centroid and gives an end blob two. e-means, from the identical start, gives all blob one. Over 200 starts Lloyd stays stuck on 46% of starts, during e-means stays stuck on 0%.

Our clarification for that is that mini-batches provision additional noisy updates that are additional apt to examine the optimization landscape and escape local minima. Lloyd, alongside its continually decreasing loss, is additional apt to utilize established local minima and never escape them.

Automatic hyperparameter tuning alongside scaling laws

An essential asset of e-means is that practitioners don't need to set any additional hyperparameter compared to Lloyd's algorithm. We fitted two scaling laws to set the lot size B and stage size α₀ from any problem's characteristics (n, k, T), and established them to display powerful generalization on unseen datasets and issue scales.

\[ B = c_B \, k^{b_k} \, n^{b_n} \, T^{b_T} \]

\[ \alpha_0 = \min\!\Big(c_\alpha \, k^{a_k} \, B^{a_B} \, n^{a_n} \, T^{a_T},\; 1\Big) \]

We propose two equations to choose the batch, the default law and the norm law. The “quality law” trades off throughput for improved clustering norm against the “default” law. Below we storyline the training data for our scaling laws: validation MSE against stage size α₀ (left) and lot size B (right).

The importance of dead-cluster revival

The chief matter alongside mini-batch k-means is that it is prone to “dead” clusters, centroids that end up alongside zero assigned points during optimization. This reduces the productive size of the codebook, which is particularly problematic for the ample codebooks increasingly used today.

A average mitigation is to reinitialize clusters that autumn below a certain size threshold, as done in EnCodec^[10], anywhere deceased centroids are merely replaced by random samples drawn from the incoming batch. While this helps, it does not completely determine the issue. Instead of sampling arbitrary points from the batch, we revive deceased clusters by splitting large, existing ones: we example an energetic collection alongside probability proportional to its size and divided it into two. We established this approach, adapted from Faiss k-means, to be considerably additional productive at eliminating deceased clusters and preserving codebook capacity.

Extensive experimental validation

We validated e-means on 24 distinct embedding and synthetic datasets and configurations (see paper). For the video we ran 234 configurations of e-means against k-means (16 datasets, 100k to 100M points): examine all curve in the results map.

Train (top) and test (bottom) MSE, divided by Lloyd’s following 25 epochs. Initialized from random vectors.

Test MSE against wall-clock period on one H100, 10 myriad vectors, 65,536 clusters. 25 epochs of a plain PyTorch Lloyd (data on the GPU, bf16) obtain 142 to 155 seconds, against 14 to 22 seconds for Flash-KMeans^[2]. Labels on the curves grade the figure of epochs.

Epochs e-means needs to attain the test error Lloyd reaches in 25 epochs, on the 11 datasets of the VIBE embedding benchmark (text, code, depiction and multimodal embeddings, d = 200 to 3,072, k = 8,192 or 16,384). Budgets spaced 0.2 epochs apart, median complete five seeds. Every dataset needs between 1.6 and 2.4 epochs, against Lloyd’s 25.

Library and code

from faiss.contrib.e_means import Emeans # NumpyEmeans for NumPy em = Emeans(d, k, nepochs=T) # T epochs (5 by default) centroids, labels = em.train(x) # x: a PyTorch tensor (n, d) # labels: all vector's collection in the final epoch

Repo: faiss/contrib/e_means.

References

M. Douze, A. Guzhva, C. Deng, J. Johnson, G. Szilvasy, P.-E. Mazaré, M. Lomeli, L. Hosseini, H. Jégou. "The Faiss library." arXiv:2401.08281, 2024. ↑
S. Yang, H. Xi, Y. Zhao, M. Li, X. Fan, J. Zhang, H. Cai, Y. Lin, X. Li, K. Keutzer, S. Han, C. Xu, I. Stoica. "Flash-KMeans: Fast and Memory-Efficient Exact K-Means." arXiv:2603.09229, 2026. ↑
J. MacQueen. "Some Methods for Classification and Analysis of Multivariate Observations." Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, 1:281–297, 1967. ↑
D. Sculley. "Web-Scale K-Means Clustering." WWW, 2010. ↑
J. Newling, F. Fleuret. "Nested Mini-Batch K-Means." NeurIPS, 2016. ↑
A. van den Oord, O. Vinyals, K. Kavukcuoglu. "Neural Discrete Representation Learning." NeurIPS, 2017. ↑
S. Lloyd. "Least squares quantization in PCM." IEEE Transactions on Information Theory, 28(2):129–137, 1982 (circulated as a Bell Labs specialized note since 1957). ↑
X. Zhu, J. Sun, Z. He, J. Jiang, Z. Wang. "Staleness-Reduction Mini-Batch K-Means." IEEE Transactions on Neural Networks and Learning Systems, 35(10):14424–14436, 2024. ↑
E. Jääsaari, V. Hyvönen, M. Ceccarello, T. Roos, M. Aumüller. "VIBE: Vector Index Benchmark for Embeddings." arXiv:2505.17810, 2025. ↑
A. Défossez, J. Copet, G. Synnaeve, Y. Adi. "High Fidelity Neural Audio Compression." Transactions on Machine Learning Research, 2023. arXiv:2210.13438. ↑

Show HN: MeowDisplay Is iPhone Mirroring, but in Reverse

support@mycoding.id (Mira Azkia) — Mon, 09 Nov 2026 19:39:22 +0700

MeowDisplay

Turn an iPhone, iPad, Android equipment or another Mac into a display for your Mac. Mirror it, broaden it, and authority it alongside touch.

Free and open source. iOS 2.0 on the App Store · Mac 2.0 companion for macOS 14+ (stable release: 2.0.0) · Android 10+ in closed testing.
All downloads ›

Devices

Displays

⌘⌥⌃⇧esctab

USB Plug in.Wi-Fi Stay nearby.Remote Access Go further.

Window view

Your Mac’s windows.
Arranged your way.

Show idiosyncratic Mac windows alternatively of the entire display. Keep them as tabs, divided them into panes, and toggle or resize them as you work. Touch and clasp a window’s tag to choice it up, afterward autumn it anywhere you desire it.

Drop Here to Cancel

Mac windows

Touch and clasp a window’s label, afterward drag it.

Tab · Split · Swap · Resize

TabDrop a opening on the top band to add it as a tab.

SplitDrop it on an border to open a new pane beside it.

SwapDrop it in the centre and the two commerce places.

ResizeDrag the divider to provision a pane additional room.

Explore Window perspective ›

Stage Peek

Hold the edge.
Every window, in reach.

Rest a digit on the border of your iPhone or iPad and your Mac’s windows increase in a pillar beside it. Tap the one you want, and it replaces the opening you’re looking at.

Hold the remaining edge.After a moment, concerning 0.3 seconds, the pillar of windows appears.

Slide to scrub.Move up or downward to magnify all opening in turn.

Lift, afterward tap.The pillar stays open whenever you lift. Tap a opening to display it.

Explore Stage Peek ›

Press and clasp the remaining border of the screen.

Hold · Slide · Tap

Natural Touch

Touch your Mac.
The way you’d expect.

One digit does what a fingertip should. MeowDisplay says how lengthy you remainder before moving, so scrolling, dragging and right-clicking need no additional fingers or modes.

Tap to click.Tap twice to double-click.

Swipe to scroll.Scrolling starts correct away, alongside momentum.

Rest, afterward move to drag.Pause for a fourth second and the drag begins.

Hold to right-click.Keep your digit motionless for fractional a second.

Two fingers tap to right-click and pan to scroll.

Explore Natural Touch ›

Treats

Favourites📁 Snack DrawerDesktopDownloads

Tap, swipe, remainder afterward move, or hold. Try it on the list.

Tap · Swipe · Drag · Hold

Remote Finder

Your Mac’s files.
Made for touch.

Tap Finder in Stage Peek and MeowDisplay opens its own browser of your Mac’s files, alternatively of a Finder opening that’s small on a phone.

Your Mac decides.Allow admission on your Mac first. It decides what all equipment may do.

Preview nearly anything.Open records alongside your Mac’s Quick Look.

Save, add and tidy.Save copies on your device, add your own records and tidy folders.

Prefer Finder itself? Its windows are one tap away. Copy on one and paste on the another alongside Unified Clipboard.

Explore Remote Finder ›

Asking your Mac…

Tap Finder in Stage Peek to browse your Mac’s files.

Tap · Allow · Preview · Save

Per-device displays

One Mac.
Different views.

Mirror on one receiver and Extend on another, and alter either one without touching the other. Drag the virtual displays to arrange them about your Mac, fair akin in Displays settings.

Multiple displays ›

Arrange displays

Mac Main display

iPhoneMirror

iPadExtend

iPhone iPad

Drag either receiving display. Each receiver can independently Mirror or Extend.

Features can differ by platform. Android is currently in closed testing. Platform position ›

Two ways to create room.

The entire picture.
Or a small additional space.

Mirror what’s on your Mac, or provision it a entire new display. Switch between them any period in the Mac app.

Mirror.
The identical display on both.

Your iPhone shows exactly what’s on your Mac, and follows alongside as you work. If your Mac has additional than one display, choose which one to share.

Extend.
A second display of its own.

Your iPhone becomes a distinct display beside your Mac. Drag a opening over, keep a citation or a second app there, and arrange it alongside your another displays in macOS.

More concerning Mirror & Extend ›

Mirror: the identical display on both.

Devices

Your devices.
Paired and managed from your Mac.

Your paired iPhone, iPad, Android equipment or receiving Mac appears in Devices on your Mac. See its connection, choose Mirror or Extend for that device, intermission or disconnect it, and oversee its permissions. Android is currently in closed beta.

Pair formerly and you’re set. Forget removes a equipment whenever you like.

More concerning Devices ›

Overview
Displays
Streaming
Input
Devices
Remote Access
System

‹ ›DevicesMirroring · USB

Active Display

Luna’s iPhoneMirroring to iPhone (2560×1664) · USB38.6 Mbit/sPauseDisconnect

Known Devices

Automatically Allow ConnectionsWhen a paired equipment asks to connect, commencement sharing without asking. Remote input continually starts off.

Luna’s iPhoneConnected

Forget…

Cinnamon’s iPadPaired · NearbyConnect

Forget…

Nearby

Lavender’s iPhoneWiFiPair

No display required

Close the lid.
Keep your Mac going.

Extend creates a virtual display in software, so your iPhone or iPad can be the screen.

Works in clamshell mode.Close the lid and keep operating from iPhone or iPad during your MacBook is connected to power.

No dummy adapter.No HDMI plug is needed fair to keep a display alive.

More concerning clamshell and headless use ›

Picture in Picture

Keep an eye on your Mac.
From any app.

Leave MeowDisplay during a meeting and your Mac keeps going in the system’s floating Picture in Picture window, during you use another app on your iPhone or iPad.

Starts whenever you leave.With Picture in Picture on, leaving MeowDisplay during a live meeting moves your Mac into the floating window. You can additionally commencement it from Settings.

For glancing.The opening is view-only. It shows what your Mac is doing, and all authority stays in the complete MeowDisplay receiver.

One tap back.Use the window’s reconstruct clasp to jump direct rear into MeowDisplay.

On by default and uncomplicated to rotate off in Settings. If the receiver’s Audio is on, Mac audio can keep playing alongside the window.

More concerning Picture in Picture ›

Leave MeowDisplay and your Mac keeps going in a floating window.

⌘

Input

See your Mac.
Then authority it.

Tap, drag, scroll, rub between Spaces, and category from the receiver. Touch, keyboard, and mouse input journey rear to your Mac. You remain in authority alongside Allow Input.

Direct TouchTap exactly anywhere you look

TrackpadGlide the pointer, akin a MacBook

One fingerTap & drag

Two fingersScroll

Three-finger tapSpotlight

Requires Accessibility approval on the Mac. Pausing the stream additionally pauses input.

Explore input & gestures ›

♫

Audio

The sound
comes alongside you.

System audio can escort the display, from the Mac to the connected receiver. Keep listening anywhere you’re looking.

Audio is started by the receiving device. The Mac’s Streaming settings display whenever it’s active.

Audio assistance ›

Allow Input

Watch, or obtain control.
Your Mac decides.

Allow Input on the Mac is the expert toggle for distant control. Your iPhone and iPad can continually nexus and display your Mac. Whether they can authority it is up to you.

Off: look, don’t touch.Connected devices motionless display your Mac, but nothing they do reaches it. The receiver hides its authority tray; its Settings equipment stays reachable.

On: control, alongside permission.A equipment has to ask for authority all session. With Ask, your Mac shows a immediate to approve. Always Allow Requests skips the prompt, but the equipment motionless has to ask.

Every meeting starts off.Connecting never turns input on by itself.

Controlling your Mac requires Accessibility permission. Pausing the stream additionally pauses input.

Permissions setup ›

Overview
Displays
Streaming
Input
Devices
Remote Access
System

‹ ›InputMirroring · USB

Allow InputMaster toggle for distant control. While off, no connected equipment can authority this Mac, no matter what it was earlier granted.

Input Requests

Luna’s iPhoneAlways Allow Requests

Cinnamon’s iPadAsk

Ask shows a immediate on this Mac for all new request. Always Allow Requests skips the immediate but motionless requires the equipment to explicitly ask all meeting — connecting solitary never turns input on.

Allow Input

Allow Input off: the two devices display your Mac, but their touches never attain it.

Control

Not fair another screen.
Another way to use your Mac.

MeowDisplay plant the two ways. Your Mac appears on your iPhone or iPad, and your touches, gestures and keystrokes journey back.

TouchTap anywhere you look
TrackpadGlide the pointer
KeyboardType on the receiver
GesturesSpaces, Mission Control
ShortcutsOne tap away
Two traysControl and Function
Apple PencilDraw on iPad
Precise ControlFine-tune, afterward click
Smart TouchOne-finger scroll

Explore input & controls ›

Precise Control

One digit places it.
A second digit perfects it.

A fingertip covers exactly what you’re aiming at. In Direct Touch or Trackpad, keep one digit downward and use a second: the pointer moves from anywhere it already is, and a tap clicks correct anywhere it points.

Place it, afterward refine it.In Direct Touch, your archetypal digit puts the pointer anywhere you touch. Add a second digit and the pointer stops jumping. Move either digit to nudge it onto small targets.

Tap to click at the pointer.Tap the second digit to click. Tap twice to double-click, or tap, afterward clasp and move, to drag from that exact spot.

Trackpad plant the identical way.The pointer is already related there. Rest one finger, afterward tap another to click or drag correct anywhere the pointer is.

Lift to finish.Lift all digit and your next contact starts fresh.

Works in Direct Touch and Trackpad. There’s nothing to rotate on.

More concerning Precise Control ›

Hold one finger, add a second to nudge the pointer, afterward tap to click.

Smart Touch Experimental

One finger.
When one digit makes sense.

With Direct Touch, Smart Touch checks what’s under your digit before it acts. Scrollable areas scroll alongside one finger, and heading bars move their window.

Up, down, sideways and diagonally.Lists, documents, web pages and spreadsheets prosecute your finger. Straight swipes remain on course; diagonal ones move the two ways.

Hold a heading bar to move the window.Hold for a moment, afterward drag. A haptic tells you whenever the opening is ready.

Hold anyplace alternatively for Direct Touch.Holding motionless turns that contact into plain Direct Touch.

Taps remain taps.Two-finger scroll, pinch, rotate and Mac gestures activity as before.

No guessing.If MeowDisplay isn’t certain what’s under your finger, it’s average Direct Touch.

Optional and off by default. Works finest alongside apps that disclose norm macOS accessibility information.

More concerning Smart Touch ›Accessibility setup ›

notes.meow.local

Field Notes

From the windowsill

Nearby

Tide table

Smart Touch

Two fingers scroll

Try it: drag the leaf or the table, tap Read, or clasp the heading bar, afterward drag.

Apple Pencil

Draw on iPad.
See it on your Mac.

On supported iPad models, Apple Pencil strokes attain your Mac as pen-tablet input, distinct from your fingers.

Pencil hovering complete iPad

Every stroke, live. Pencil input is sent at the iPad’s complete contact example rate.

Tilt and hover. Tilt travels alongside all stroke. On iPads alongside Pencil hover, the pointer follows the tip before it touches.

Your palm stays out of it. Fingers resting on the display are ignored during the tip is down.

Apple Pencil assistance is motionless evolving, alongside additional capabilities and refinements planned. What plant today ›

Trackpad mode

A trackpad.
With or without the picture.

In Trackpad mode, the pointer moves from anywhere it is, fair akin on a MacBook. Touching the display never makes it jump.

Don’t need the picture? Turn Video off and keep going. Your iPhone becomes a trackpad and keyboard for your Mac, alongside the trays and gestures motionless ready.

More concerning input modes ›

Move the pointer

Chords

Your shortcuts.
Right anywhere your fingers are.

Hold ⌘ and the commands that go alongside it appear correct beside it. Add ⌥ or ⇧ and the palette changes. Slide onto a command and let go — no keyboard needed. Try it below.

One key, or a few. Modifiers remain latched until you use them, so a chord is fair a tap or two.

Quick actions, continually there. The Function Tray keeps Zoom, Undo, Redo and Return one tap away, on either flank of the screen.

Made yours. Choose the shortcuts in all palette, reorder or conceal controls, and keep distinct profiles.

There whenever you need it.
Out of the way whenever you don’t.

With Auto-hide, the Control Tray steps apart following a few quiescent moments and leaves your Mac in complete view. It won’t disappear during you’re using it, and it comes correct rear whenever you attain for it.

Prefer it continually visible? Turn Auto-hide off. Show, Hide and Collapse motionless activity the way they continually have.

Explore the trays ›

Android closed testing

Your Mac.
On Android, too.

Use an Android phone or tablet as a receiver complete Wi-Fi or a personal network. Mirror, Extend, Window perspective and Natural Touch are accessible to closed testers. Android connects complete the network; USB isn’t supported.

JOIN CLOSED TESTING ONGoogle Play

Closed test · Android 10 or afterward · Needs the Mac 2.0 unified app · How to associate ›

Connections

Across the desk.
Across the distance.

Connect complete USB on iPhone/iPad, local Wi-Fi, or a personal network specified as Tailscale. Android uses network connections, not USB. There’s no MeowDisplay document or hosted streaming relay.

Find your association ›

USB. The simplest way.

Connect a data cable, unlock your iPhone or iPad, and tap Trust. It’s the steadiest connection, alongside nothing alternatively to set up.

Wi-Fi. No cable.

On the identical network, your Mac finds your equipment on its own. Nearby devices can additionally nexus immediately complete peer-to-peer Wi-Fi.

Remote. From farther away.

Use a personal network you already trust, specified as Tailscale, to attain a paired Mac from elsewhere. Pairing motionless verifies all connection.

Remote Access

Same Mac.
Different place.

Your workspace can journey as far as your network reaches. Connect through a personal network specified as Tailscale. Paired devices can toggle their own Tailscale addresses; automatic dialing is enabled lone on verified Android–Mac IPv4 routes. You can additionally act an location yourself.

Set up Remote Access ›

Wake your Mac.
Pick up anywhere you remaining off.

Wake & Connect sends a Wake-on-LAN petition to your paired Mac, afterward reconnects. It needs Wake for Network Access, supported hardware, and a way for the awaken petition to attain the Mac’s local network.

Auto-Reconnect takes it from there, bringing the meeting rear whenever the association returns.

A sleeping Mac can’t continue alongside its own awaken petition complete Tailscale. From farther away, another equipment or router on the Mac’s network has to dispatch it.

Designed for an existing logged-in Mac meeting that sleeps or locks. Cold footwear and the completely logged-out login display are exterior the current supported workflow.

Built for your devices

Native from
screen to screen.

Native Mac and iPhone/iPad apps are built alongside Swift, and the Android receiver is built in Kotlin. Capture, decoding and input use platform-native frameworks. A Mac remains the sender.

Swift 6SwiftUIScreenCaptureKitVideoToolboxNetwork.frameworkMetalKotlinJetpack ComposeMediaCodec

Pairing & privacy

Pair once.
Know your connection.

Confirm the matching code on the two devices. Future connections authenticate against the equipment character you trusted.

MeowDisplay uses mutually authenticated TLS 1.3 and pins all paired device’s community key. A saved network location helps discover your Mac; it doesn’t substitute that trust.

Identity & trustStored in your Keychain

MeowDisplay accountNone required

MeowDisplay-hosted relayNone

Read concerning privacy ›

Built in the open.

MeowDisplay is open-source application under GPL-3.0. Read the code, prosecute development, or contribute.

Explore on GitHub ↗

A few fine questions

Before you connect.

Is MeowDisplay free?

Yes. The Mac, iPhone and iPad apps are free, and Android is in liberated closed testing. There are no subscriptions, ads or MeowDisplay accounts. The origin is open under GPL-3.0. Donations are optional and greatly appreciated.

Where can I download MeowDisplay?

The latest community Mac installer is the stable v2.0.0 release. Mac 2.0 is a stable download, needed for the Android 2.0 beta. Get the iPhone/iPad app on the App Store. Android 2.0 is accessible through Google Play closed testing. iPhone and iPad are accessible on the App Store. Use the current Mac app for these features.

Which devices are supported?

The sender runs on macOS 14+. Receivers contain iPhone/iPad (iOS/iPadOS 16.4+), Android (10+, closed beta), and another Mac (standalone receiver from macOS 12, or unified receiving in 2.0). Mac-to-Mac input is implemented but bodily two-Mac verification is pending. Compare platforms ›

Do I need a detect or a dummy display adapter?

No dummy adapter is needed. Extend creates a virtual display in software, so your iPhone or iPad can be the Mac’s screen, including alongside the lid closed. MeowDisplay is designed to activity alongside no detect attached; headless setups are motionless being tested on additional Macs. Mirror copies a bodily display, so it needs one to be active. Clamshell and headless use.

Is MeowDisplay a distant desktop app?

It’s a personal-first way to use your own Mac on another device, including for expert work. It is not designed as an endeavor remote-support or fleet-administration service. Feature preparedness depends on the receiving phase and publish version.

Do I need Tailscale?

No. USB and local Wi-Fi activity without it. Remote Access needs a reachable network; Tailscale is one option. Third-party networking services have their own terms.

Can I awaken my Mac from another network?

Local Wake & Connect depends on Mac hardware and settings. Waking an unreachable Mac from another network requires item on its own LAN to dispatch a awaken packet. MeowDisplay does not provision a hosted awaken relay.

“Give group fantastic tools,
and they’ll do fantastic things.”

Adapted from Steve Jobs, Rolling Stone, 1994

Get started

Take your Mac alongside you.
Everywhere.

Free on Mac, iPhone and iPad today.
Android 2.0 is in closed beta.

All downloads ›Setup guide ›Find assistance ›

The unified Mac 2.0 app shares and receives displays on macOS 14 or later. Older Mac? The receiver-only Mac Receiver runs on macOS 12 or later.

Archivue – VueJS Interior Design Landing Page Template

support@mycoding.id (Null Php Script) — Mon, 09 Nov 2026 19:35:00 +0700

Archivue – VueJS Interior Design Landing Page Template Free Download. Archivue is a Modern Vue JS Interior Design Landing Page Template alongside a Luxurious Aesthetic and a Premium Visual Experience. Crafted specifically for Interior Architects, Residential & Commercial Designers, Decor Studios, and Creative Agencies, Archivue provides everything needed to Showcase Spatial Portfolios, and Client Testimonials alongside Sophistication and Speed.

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Download Archivue – VueJS Interior Design Landing Page Template

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Free download Archivue – Vue.js Interior Architects Design Landing Page Website Template by softnio on Themeforest 65169620 premium inner scheme agency website template download.

DeepX claims inference up to 100B parameters at less than 5 W

support@mycoding.id (Mira Azkia) — Mon, 09 Nov 2026 19:33:58 +0700

Comments

Too many men suffering in silence, national health report finds (Canada)

support@mycoding.id (Mira Azkia) — Mon, 09 Nov 2026 19:27:58 +0700

Too many men suffering in silence, national health report finds (Canada). Comments

Infineon marks innovation milestone with 300mm power silicon carbide wafer

support@mycoding.id (Mira Azkia) — Mon, 09 Nov 2026 19:25:01 +0700

Infineon presents industry-first functional power devices processed on 300-millimeter silicon carbide wafers
Technological breakthrough underlines Infineon’s innovation power and guidance in power semiconductors and wide-bandgap technologies
300-millimeter SiC procedure feasibility lays the basis for secure, future-proof SiC provision to customers in automotive, renewable energy, manufacturing and AI data center applications
Infineon volition current the archetypal processed 300-millimeter SiC wafer to the community at the electronica commerce display starting 10 November 2026 in Munich

Munich, Germany – 09 November 2026 – Infineon Technologies AG (FSE: IFX / OTCQX: IFNNY) has successfully processed 300-millimeter silicon carbide wafers into functional power devices at its fab in Villach, Austria. Infineon is the archetypal business to pioneer this innovation milestone in a full-scale semiconductor fab environment. It was realized by using existing silicon (Si) manufacturing equipment. This first accomplishment of functional power devices reflects Infineon’s powerful concentration on providing customers alongside a thorough portfolio of high-performance SiC power semiconductors and ensuring long-term supply. Chip manufacturing on 300 mm wafers is technologically additional advanced and considerably additional productive than 200 mm wafers, since the larger wafer diameter offers 2.3 times additional chips per wafer.

“This scientific milestone additional strengthens our guidance in power systems. Congratulations and appreciate you to our passionate team, making important advancement in bringing 300-millimeter SiC out of the lab into a manufacturing environment,” stated Jochen Hanebeck, CEO of Infineon Technologies. “Leadership in power semiconductors method continuously pushing innovation to the next level. With silicon, gallium nitride and now silicon carbide 300-millimeter wafers, we are in a foremost stance to measure semiconductor manufacturing and run profitable growth.”

The milestone demonstrates the possible of forthcoming full-scale industrialization of SiC on 300-millimeter wafers. Infineon volition scheme the 300-millimeter SiC innovation and ramp timing in near collaboration alongside its customers and partners, during additional executing on its 200-millimeter SiC manufacturing roadmap. Advanced SiC power innovation provides Infineon customers alongside a cost-effective and safe provision basis for automotive, renewable energy, manufacturing and AI data center applications.

SiC is a key semiconductor matter for extremely productive power conversion. Its matter properties allow lesser power loss, higher power density and productive procedure at elevated voltages and temperatures for example in traction inverters, on-board chargers, EV chargers, ample measure energy retention and manufacturing drives as fine as uninterruptible power supplies. Demand is additionally rising in AI data centers alongside new roles for SiC in solid-state transformers, circuit breakers and power provision units. Infineon addresses these applications alongside a broad CoolSiC™ portfolio.

In parallel, Infineon has additionally successfully proofed the feasibility of its Cold Split innovation alongside 300-millimeter SiC at its Dresden, Germany, site. Cold Split separates wafers from a SiC boule alongside small matter defeat and substantially reduced handling period than accepted cable sawing, so additional wafers can be obtained from the identical gemstone alongside compared to small chief expenditure. Both developments stance Infineon fine to measure SiC innovation in row alongside market petition and encounter the evolving needs of its customers.

Infineon manufactures semiconductors according to all three applicable materials: silicon, silicon carbide and gallium nitride. On 27 October 2026, the business announced an about €1.1 milliard funding in a high-volume manufacturing facility for GaN power semiconductors on 300-millimeter wafers in Villach. This SiC accomplishment extends this method to a second wide-bandgap matter and reinforces Infineon’s stance as an innovation chief in semiconductor manufacturing.

Infineon at electronica 2026

Infineon volition display the community the world's archetypal processed 300-millimeter SiC wafer at the electronica commerce display in Munich. From 10 to 13 November, Infineon volition current innovative and energy-efficient solutions for an increasingly intelligent and connected earth in Hall C3, Booth 502. More data is accessible at www.infineon.com/electronica.

Infineon Technologies AG is a earth semiconductor chief in power systems and IoT. Infineon drives decarbonization and digitalization alongside its products and solutions. The business had about 57,000 workforce worldwide (end of September 2025) and generated income of concerning €14.7 milliard in the 2025 financial twelvemonth (ending 30 September 2025). Infineon is listed on the Frankfurt Stock Exchange (ticker symbol: IFX) and in the USA on the OTCQX International over-the-counter market (ticker symbol: IFNNY).

How Are People Making Games Like This?

support@mycoding.id (Traversy Media) — Mon, 09 Nov 2026 19:15:31 +0700

How Are People Making Games Like This?

I wanted to cognize how group are making these games alongside AI, so I built one myself. Turns out it's not one prompt, but it's a lot of fun. Thank you Agora for sponsoring! Get started alongside 300 liberated Conversational AI mins: https://agora-sdk.link/2/Get-300-Free-Minutes-Traversy Agora Coding Agent Tools: https://agora-sdk.link/2/Coding-Agent-Tools-Traversy Agora Recipes: https://agora-sdk.link/2/recipes-Traversy Find us on Twitter/X: - Dennis Ivy: https://x.com/dennisivy11 - Brad: https://x.com/traversymedia Play the demo: [Link coming soon] GitHub repos: [Link coming soon] 0:00 Intro 2:56 Agora (sponsor) 4:18 How group create games alongside AI 6:44 What you need 7:51 The build: Copper Creek 12:07 Designing the buildings 16:05 Textures and materials 19:26 Interiors, characters and sounds 27:26 Megan in the game 29:44 How AI NPCs work 37:13 Outro

Instagram’s Effect Builder makes new filters from AI prompts

support@mycoding.id (Stevie Bonifield) — Mon, 09 Nov 2026 19:07:23 +0700

Stevie Bonifield

is a news author covering all things person tech. Stevie started out at Laptop Mag penning news and reviews on hardware, gaming, and AI.

After expanding its Edits app to macOS final week, Instagram’s next move is launching this Effect Builder that generates tradition filters for your Stories posts alongside AI. Available now for US residents who are complete 18, it has a immediate box for describing your display idea to the chatbot, alongside an choice to nexus manner citation images.

Then you can upload your own photos to preview the AI-generating effects, and ask for changes in follow-up prompts. There’s additionally an choice to authorize Instagram’s AI to rewrite your prompt, which turned my one-line test immediate “Make a display that turns photos into humorous publish pages” into multiple AI-generated paragraphs of detailed manner requests on everything from color palette to lighting. The display Effect Builder generated hence motionless looked nearly identical to its output for my first one-liner.

1/2

Instagram’s AI rewrote my immediate into lengthy, detailed instructions.

Screenshot: The Verge / Instagram

You can present your filters to Instagram immediately from Effect Builder, but effects have to continue a safety assessment before they’ll be accessible to another users. Instagram says following an consequence is approved, it “shows up in Instagram Stories for anyone to use, and whenever person uses your consequence we’ll nexus rear to your overview so that it’s uncomplicated for others to discover your work.”

Follow topics and authors from this narrative to see additional akin this in your personalized homepage nourish and to obtain email updates.

Stevie Bonifield

It's Your Last Chance to Get This Early Black Friday Deal on a 65-inch Samsung OLED TV

support@mycoding.id (Daniel Oropeza) — Mon, 09 Nov 2026 19:00:00 +0700

Daniel is Lifehacker's Shopping Editor covering tech deals and reviewing TVs, headphones, speakers, and projectors. He earned his master’s in reporting from Columbia University and has reported for the Miami Herald. He lives in Atlanta.

This is one of those rare opportunities that don't arrive extremely frequently in the person tech space: Right now, you can get a 65-inch OLED TV from Samsung for $899.99 (originally $2,099.99) from Best Buy during its early Black Friday sale. This 2026 TV is considered an "entry-level" OLED, but it's motionless an amazing value for the prosperity and the lowest cost it has always reached, according to price-tracking tools. There's a catch, though: The agreement expires tonight, Nov. 10, at 1:00 a.m. EST.

Samsung - 65” Class S84H Series OLED 4K UHD SamsungVision AI Smart Tizen TV 2026

NQ4 AI Gen2 Processor, 4K AI Upscaling, OLED HDR, Dolby Atmos and Object Tracking Sound Lite

$899.99 at Best Buy

$2,099.99 Save $1,200.00

Get Deal

$899.99 at Best Buy

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If you've never owned an OLED before, there are some things you need to cognize to create certain it's a fine fit for you. Perhaps most crucial is that they don't get as brilliant as QLEDs or LED TVs. Since this is an entry-level OLED, it likewise won't attain as elevated brightness as additional premium OLEDs. This makes it small suitable for viewing in extremely brilliant rooms. There is additionally no Dolby Vision assistance (though there is assistance for HDR10+, HDR10, and HLG). But that is anywhere the cons stop.

The S84H offers the near-perfect dreary levels you can anticipate from any OLED TV, making the difference appearance incredible. The pixel-level dimming and viewing angles are additionally on par alongside another high-end OLEDs, and this TV additionally offers awesome features for gamers, including 4K assistance at 120Hz throughout all of its HDMI 2.1 ports, a changeable refresh rate, and car low latency mode.

What do you think so far?

OLED TVs are not normally priced under $1,000, particularly newer models akin this one. It's an amazing value for the money. The final period a agreement akin this popped up was in February, and before that, final Christmas, but for the 2025 type of this TV. If you're study this following the transaction has ended, you'll apt see the agreement again in the future—perhaps equal next month.

Our Best Editor-Vetted Early Black Friday Deals Right Now

Apple AirPods Pro 3 Noise Cancelling Heart Rate Wireless Earbuds — $199.00 (List Price $249.00)

Apple iPad 11" 128GB A16 WiFi Tablet (Blue, 2025) — $399.99 (List Price $449.00)

Apple HomeView Smart Display (Silver, 2026 Release) — $299.00 (List Price $299.00)

TCL Tab 10 Gen 4 128GB 10.1" Tablet (Dark Blue/Gray) — $169.99 (List Price $199.99)

Amazon Ember 50" 4-Series alongside Fire TV (newest model) — $309.99 (List Price $399.99)

Ring Outdoor Cam 2K Battery (2026 Release, White) — $49.99 (List Price $99.99)

Ring Battery Doorbell (Retinal 2K, Speckled Gray) — $39.99 (List Price $99.99)

Deals are selected by our commerce team

Covering tech deals and reviewing TVs, headphones, speakers, and projectors.

Show HN: Write GitHub Actions in any language: Loopt

support@mycoding.id (Mira Azkia) — Mon, 09 Nov 2026 18:59:05 +0700

Write GitHub Actions workflows in any language. TypeScript, Python, Go, and Rust container as first-party languages, and tradition languages plug in through the plugin protocol. Loopt generates norm .github/workflows/*.yml from that source, and can import existing workflow YAML into editable code.

Generated workflow records commencement with:

# Generated by loopt. Edit the origin under .loopt/workflows and run loopt gen.

Edit .loopt/workflows/*, not the generated YAML.

Prebuilt binaries, no Cargo required:

curl -fsSL https://raw.githubusercontent.com/preloopdev/loopt/main/install.sh | sh

The manuscript installs to ~/.local/bin and verifies the publish checksum when one is published. Set LOOPT_INSTALL_DIR to alter the destination, or LOOPT_VERSION=v0.1.1 to pin a release. Prebuilt binaries are published for macOS arm64 and Linux x86_64.

The tongue you author in must be installed whenever generating: Node.js 26+, Python 3, Go, or Cargo/Rust.

Writes a starter workflow as TypeScript origin in .loopt/workflows/ci.ts, generates .github/workflows/ci.yml from it, and prints what to do next. The starter follows your project files:

Found	Steps
package.json	npm ci (or npm instal without a lockfile), npm test
Cargo.toml	cargo test
go.mod	go test ./...
pyproject.toml, requirements.txt, setup.py	pip install, python -m pytest
none of these	a placeholder stage to replace

Every starter uses a read-only token (contents: read), pins actions/checkout to a commit without persisting credentials, cancels superseded runs, and lints clean. Edit it freely; it is lone a starting point.

loopt init --language python --name build --template node

--language is typescript (default), python, go, or rust. --name sets the document name (default ci). --template is car (default), generic, node, rust, go, or python. init never overwrites an existing workflow; use loopt import for those.

# Import existing workflows into .loopt/workflows loopt import --language typescript # Generate .github/workflows from the source loopt gen # Fail if the committed YAML no longer matches the committed source loopt gen --check

loopt import leaves the first YAML untouched. loopt gen refuses to overwrite a workflow edited exterior Loopt unless you continue --force. Composite actions (action.yml/action.yaml exterior .github/workflows/) import as act metadata the identical way.

See Authoring workflows for composite-action details, harmless run templates, and the complete source↔YAML sync semantics.

Runs native correctness and safety checks on generated workflows — optionally alongside shellcheck on run: scripts. loopt gen runs the identical assessment automatically.

See Lint and safety review for the --persona/--context/--shellcheck flags and severity mapping.

The complete external-fixture corpus test is opt-in:

PRELOOP_FIXTURES=/path/to/fixtures cargo test --test corpus -- --ignored

MIT.

Want to be an astronaut? NASA is accepting applications for the first time in 2 years.

support@mycoding.id (Ben Shimkus) — Mon, 09 Nov 2026 18:58:20 +0700

Kent NISHIMURA / AFP via Getty Images NASA is looking for a caller lot of astronauts for the archetypal period since 2024.

Are you looking for a new job and OK alongside a activity commute of 140 myriad miles?

On Saturday, NASA announced that it had opened applications for its next astronaut applicant category — the archetypal period the area agency has accepted applications for prospective astronauts since 2024.

The agency stated it volition assistance guide in the "Golden Age of innovation and exploration," including missions to the lunar South Pole and, potentially, the red planet.

"The group we choose could stroll on the Moon, live and activity at the Moon Base, and assistance pioneer the systems and operations that volition ultimately transport crews to Mars," Jared Isaacman, the agency's administrator, stated in a media release.

The bar is high: Applicants must be a US inhabitant alongside a completed Master's flat in a STEM site — or an equal background, specified as medicinal degrees, doctoral work, or test-pilot training. They additionally need three complete years of applicable activity experience.

"NASA seeks astronaut candidates who portray the finest of American ingenuity, skill, and determination," Anna Schneider, NASA's Public Affairs Specialist, stated in a statement. "They must display powerful specialized expertise, operational judgment, leadership, teamwork, communication skills, and the capability to execute demanding missions safely and effectively."

NASA stated it received complete 8,000 applications during its final endowment search. Only 10 applicants made the cut.

Successful applicants must continue medication tests, a backdrop safety investigation, imagination testing, and another medicinal and psychiatric exams. They'll additionally need to continue a h2o endurance test and be consenting to expend lengthy stretches in hazardous and confined spaces.

They'll get two years of training — and volition be topic to "irregular hours," obtain an annual pay of $164,395, and can't activity remotely.

The agency expects to province its new category in delayed 2027.

If you're preparedness on applying, godspeed.

An internal Disney presentation reveals its top streaming priorities, from creator content to a free tier

support@mycoding.id (James Faris) — Mon, 09 Nov 2026 18:54:59 +0700

Disney told tech workforce how it's preparedness to enhance its streaming assistance in the coming year. Bernd Weißbrod/picture alliance via Getty Images; Slaven Vlasic/Getty Images

Disney has plans to create big changes to its namesake streamer, Business Insider has learned.

Disney+'s priorities for the next twelvemonth contain uploading additional vertical video clips, adding creator content, and operating on a free tier, according to screenshots of an inner display viewed by Business Insider.

Tech leaders told workforce how they're preparedness to boost involvement on Disney+ in a town hall delayed final week. In the meeting, execs, including VP of merchandise administration Dave Lindsay, unveiled Disney's streaming scheme and priorities for the 2027 financial year, which began in October. In the town hall, several tech workforce additionally pressed administration for details on a imaginable next circular of layoffs.

The leaked glide phase gives among the clearest views yet into CEO Josh D'Amaro's plan to have Disney+ be the "digital centerpiece" of the company, during making its flagship assistance additional rivalrous alongside paid streamers, YouTube, and social media. According to Nielsen, Disney's streamers accounted for 4.8% of US TV viewership in August — fine rearward YouTube at 15.8% and Netflix at 7.7%, but additional than twice the portion of rivals Paramount+ and Peacock.

Here's what's in the plant for Disney+ in the next year, according to the presentation:

Ramping up to adding 500 new vertical clips per day, and introducing creator satisfied in first 2027

A liberated tier alongside always-on FAST channels and satisfied sampling
4K livestreaming for the Super Bowl
Fully unifying Disney+ and Hulu into one app

Inside Disney's streaming priorities

Like another Hollywood giants, Disney is betting on abbreviated videos to boost involvement and diagram younger viewers hooked on YouTube, Instagram, and TikTok.

The Mouse House plans to ramp up to adding 500 vertical clips per day on its streamer by the end of next quarter, which concludes in first April. The attempt is starting this fourth alongside a goal of concerning 150 clips a day, the glide phase said.

Disney is preparedness to add "new satisfied types all quarter," the display said. These contain clips of sports, news, and short-form "micro series" (including micro dramas). It's aiming to merge creator satisfied starting next quarter, the display said. The business announced a agreement alongside TikTok in first August that would put a curated nourish of user-generated satisfied on its streamer.

Disney's forthcoming liberated offering, which Business Insider archetypal reported on in July, was referenced multiple times in the streaming presentation. The phase mentioned a "Free Plan" and "the liberated experience," which it stated would contain "FAST conduit creation" and "content sampling."

FAST channels are free, always-on streaming feeds — supported by promotion — popularized by services akin Pluto TV and The Roku Channel. Disney+ already has a few always-on channels for paid subscribers, including ones for Disney princesses and Pixar films. Viewers associate in the center of a display or movie alternatively of starting on-demand from the beginning.

As for "sampling," Disney has discussed making several Disney+ satisfied accessible without a subscription, Business Insider earlier reported.

Other media giants, including Paramount+, are considering liberated streaming tiers to attain new viewers. Audiences have flocked to liberated services akin Tubi and YouTube as streamers have raised prices.

Disney+ volition livestream the Super Bowl in the US for the archetypal period in mid-February, which the display called a important "tentpole" moment. Peacock, Paramount+, and Tubi have streamed Super Bowl coverage from NBC, CBS, and Fox, respectively.

The company's livestreaming priorities contain "live 4K HDR, lesser latency, scale, live event monitoring and live satisfied security" to provision the Big Game to millions of viewers in high-quality, lag-free picture, during protecting against piracy.

Disney+ and Hulu are joining forces

Disney is motionless operating toward merging Hulu alongside Disney+, as part of a multi-phased scheme known internally as "Project Gemini." The yearslong project of adding Hulu's satisfied and features to Disney+ volition "deepen engagement" and "increase life fan value," D'Amaro stated in August.

While the display didn't provision a mark date for the complete Hulu integration, its highway map stated "One App Milestones" are scheduled through Disney's financial fourth quarter, which runs from first July to first October. It's unclear what those milestones are, or what finishing them would mean. (Project Gemini had been scheduled to decide by the end of 2026, Business Insider reported in May.)

Putting Hulu and Disney+ under one rooftop is part of Disney's scheme to build a excellent app, anywhere users can perform games and buy goods without leaving the streamer. The business hopes that an interactive cognition volition addition period spent and create customers small apt to cancel, D'Amaro told workforce in August, during buying features could run income to another parts of its business.

D'Amaro told workforce in August that Disney planned to "introduce elements of this expanded ecosystem" in the spring.

A complete timeline of Karlie Kloss and Taylor Swift's friendship

support@mycoding.id (Claudia Willen,Callie Ahlgrim) — Mon, 09 Nov 2026 18:44:25 +0700

Jim McIsaac/Getty Images Karlie Kloss and Taylor Swift sit courtside at Madison Square Garden.

Updated 2026-11-09T17:44:25.300Z

The mythic association between Taylor Swift and Karlie Kloss dates rear to 2013, whenever the musician and the supermodel met rearward the scenes at the Victoria's Secret Fashion Show.

The brace quickly became inseparable; they road-tripped through Big Sur, posed together for a shared Vogue cover, and frequently shared photos of their adventures on social media. Kloss equal had her own area in Swift's New York apartment.

However, about 2018, whispers of a schism began to circulate.

Although Kloss has maintained that Swift is a "close friend," they weren't seen together for years. When Kloss wed Josh Kushner, Swift didn't act either of their wedding events. Instead, Kloss' visitant catalog included Katy Perry and Scooter Braun, the two of whom Swift has feuded with.

Below is a thorough timeline of their friendship.

January 2012: Swift mentions the example in her Vogue shield story

Taylor Swift and Karlie Kloss archetypal interacted in 2012. Michael Kovac/Jamie McCarthy/Getty Images

While strolling about Prabal Gurung's studio during her 2012 Vogue interview, Swift noticed a framed photo of Kloss hanging on the wall.

"I affection Karlie Kloss. I desire to roast cookies alongside her!" she told the interviewer.

Kloss, an avid baker who teamed up alongside Momofuku Milk Bar's Christina Tosi to initiate her own row of treats, "Karlie's Kookies," in 2012, accepted Swift's invitation the identical day the part was published.

"Hey @taylorswift13 affection the @voguemagazine cover!" she wrote in a since-deleted tweet. "Your galley or mine?"

November 13, 2013: They have a playful communication on the Victoria's Secret Fashion Show runway

Taylor Swift and Karlie Kloss at the 2013 Victoria's Secret Fashion Show. Randy Brooke / Getty Images

Swift performed her hit sole "I Knew You Were Trouble" at the 2013 Victoria's Secret Fashion Show.

Kloss, the second example to stroll during the "Snow Angels" part of the show, pointed at Swift and lip-synced her lyrics as she passed by, stopping again to dancing alongside the musician before exiting the stage.

They additionally held hands during Swift was chanting "My Songs Know What You Did in the Dark" alongside Fall Out Boy.

On December 10, 2013, Kloss shared a photo of herself pointing at Swift on the runway, calling it her "favorite #VSFashionShow moment."

Kloss additionally shared a behind-the-scenes photo alongside Swift, captioned alongside lyrics from "Love Story."

"'We were the two young whenever I archetypal saw you..' favorite Taylor opus xox," Kloss wrote.

The introduction remaining a grade on Swift as well.

In their shared March 2015 Vogue interview, Swift revealed that she has a Polaroid alongside Kloss, taken rearward the scenes at the show, hanging in her New York City apartment. The photo is labeled, "BEST FRIENDS FOREVER VS2013."

March 2014: They obtain a highway trip through Big Sur together

When the duo met up at the Oscars after-party in 2014, Kloss suggested they do item "spontaneous," they stated in their 2015 Vogue interview.

"I'd been to Big Sur formerly before, and I was like, 'We should fair do it,'" Swift said.

Kloss shared multiple memories from their period on the road, which she described as the "adventure of a life alongside my girl." They frolicked in forefront of a sunset, wrote their names in the sand alongside a heart, wore daisies in their hair, and cuddled among the elephant seals.

Karlie Kloss shared photos alongside Taylor Swift from their Big Sur trip in 2014. @karliekloss/Instagram

In among the posts, fans noticed that Kloss was wearing Swift's sweater, which stated "Genius" on it.

As they drove home, Kloss shared a photo of a yellow daisy in the car, tagging Swift as the center of the flower. She captioned the shot, "best. highway trip. ever."

Two years later, Swift would allude to the highway trip during her "72 Questions" interview alongside Vogue.

Asked anywhere person should obtain their spouse for a wedding anniversary, she replied, "Congratulations, and you should obtain her to Big Sur."

April 2014: Kloss and Swift are spotted together in New York City

Taylor Swift and Karlie Kloss in New York City in 2014. Raymond Hall/Getty Images

The brace were spotted strolling about Manhattan multiple times throughout the month.

May 4, 2014: They obtain a photo together at a friend's anniversary party

Kloss shared a photo alongside Swift and Kate Bosworth at a gathering for hairstylist Harry Josh. The event took location at the Jane Hotel in New York City.

She captioned the post, "I had fun alongside these Lovely Ladies final night at #HarrysParty."

May 5, 2014: Swift and Kloss get prepared for the Met Gala together at The Surrey Hotel

Taylor Swift and Karlie Kloss act the 2014 Met Gala. Getty Images

The theme for the annual event was "Charles James: Beyond Fashion," and the two Kloss and Swift wore gowns designed by Oscar de la Renta. Kloss equal shared a behind-the-scenes selfie of the brace getting prepared together, captioned, "Pre #MetGala glam party."

When they arrived at the Costume Institute Gala at the Metropolitan Museum of Art, the duo stayed near to all another during posing on the red carpet.

July 2014: They're frequently seen spending period together in New York City

From brunching at the celebrated eatery Serafina to strolling through SoHo, Swift and Kloss enjoyed the city throughout the summer.

Taylor Swift and Karlie Kloss in New York City in 2014. Alo Ceballos / Getty Images

Later in 2014, Swift would publish her gathering "1989," which began alongside the opus "Welcome to New York." She's previously cited the Big Apple as an "important landscape and location for the narrative of my existence in the final brace of years."

September 8, 2014: Swift reveals that Kloss frequently sleeps at her New York City apartment

During the singer's discussion alongside Rolling Stone, Swift gave a concise tour of her $15 myriad apartment.

Swift walked into among the visitant bedrooms and said, "This is anywhere Karlie normally stays."

According to the outlet, multiple photos of Kloss were hanging on the walls, and Swift had prepared a receptacle of the supermodel's favorite snacks to sit beside the bed.

October 29, 2014: Kloss and Swift sit courtside at a New York Knicks game

Karlie Kloss and Taylor Swift at Madison Square Garden in 2014. James Devaney/GC Images

They drank beer, cheered, and posed for photographers during observing the Chicago Bulls perform the New York Knicks at Madison Square Garden.

Kloss and Swift, who matched in dreary turtlenecks, additionally sat next to Ben Stiller and his son Quinlin.

November 12, 2014: They go buying together in SoHo

Taylor Swift and Karlie Kloss in New York City in 2014. Alo Ceballos/Getty Images

Both in plaid, Swift and Kloss stopped in multiple stores during an outing in Manhattan's SoHo neighborhood.

November 23, 2014: Swift brings Kloss as her date to the American Music Awards

Taylor Swift and Karlie Kloss at the 2014 AMAs. Jeff Kravitz/AMA2014/FilmMagic

It was a big night for Swift; she won the Dick Clark Award of Excellence and delivered an energized achievement of her opus "Blank Space."

Even whenever Swift was sitting downward in the audience, the camera didn't stray for long. Kloss was correct by her side.

They additionally joked about backstage, playing musical instruments during Swift sat on Kloss' lap.

December 2, 2014: Swift performs at the Victoria's Secret Fashion Show again

Taylor Swift and Karlie Kloss held hands on the runway in 2014. Antonio de Moraes Barros Filho/WireImage

Kloss was the archetypal example to stroll out during Swift's achievement of "Style" at the 2014 Victoria's Secret Fashion Show.

Hand-in-hand, the brace strutted downward the runway together in lace lingerie.

After the show, Kloss shared a black-and-white photo of herself and Swift holding hands, captioned alongside lyrics from the opus ("Cause we never go out of manner / We never go out of style").

"We met at the show, we never met before but we're BFFs now. It's nice to encounter another American girl, we're the identical age and she's so inspiring — she's so gifted and she's true to who she is," Kloss told Hollywood Life in December 2014. "She's a chill female and I'm glad she's in the display this year, she rocked it."

December 4, 2014: A fan claims they saw Swift and Kloss kissing at a concert

Swift and Kloss attended a achievement for The 1975 at Terminal 5 in New York City, alongside example allies Lily Aldridge and Martha Hunt.

The next day, a chap concertgoer posted two photos of the brace on the VIP balcony, holding hands and leaning toward all other.

Although the photos were blurry, they sparked gossip that Swift and Kloss were kissing: "exclusive taylor and karlie kissing #confirmed," the fan who took the photos wrote on social media.

However, a delegate for Swift called the narrative "crap."

"It's sad that on the day it's announced Taylor has three Grammy nominations for 'Shake It Off,' I have to tremble off this crap," the rep told Us Weekly.

Swift additionally seemed to react to the gossip in a since-deleted tweet (although she may have been referring to media safety of her association alongside The 1975 forefront man Matty Healy).

"As my 25th anniversary current from the media, I'd akin for you to halt accusing all my allies of courtship me. #thirsty," she wrote.

December 10, 2014: Kloss compliments Swift's cooking skills

During an interview alongside Yahoo, Kloss called Swift a "great cook" and stated she handles clean-up whenever they eat together.

"I'm additional the baker," Kloss said, adding, "She's a awesome cook."

December 13, 2014: Kloss attends Swift's star-studded 25th anniversary party

The gathering took location at the musician's New York City apartment, according to Marie Claire. Beyoncé, Jay-Z, Justin Timberlake, Sam Smith, and another celebrities were all in attendance for the occasion.

January 10, 2015: Ingrid Michaelson speaks concerning her communication alongside Swift and Kloss

Swift and Kloss were spotted together at Michaelson's July 2014 concert. When the indie singer was asked what it was akin to expend period alongside them, she joked that she "dragged" Swift onstage alongside her "supermodel finest friend," whom Michaelson didn't acknowledge at the time.

"I took a image alongside the two of them. I was in six-inch heels, and they're motionless akin this," Michaelson stated during raising her arms up.

She recalled asking Swift and Kloss if they were preparedness on attending her after-party.

"They were like, 'No, we have — I have an first shoot,'" Michaelson said, adding that Swift introduced Kloss as a "Victoria's Secret supermodel angel woman."

January 18, 2015: Swift invites Kloss and multiple another allies complete to her house

Kloss, Hunt, Ashley Avignone, and Gigi Hadid all posed alongside Swift in the singer's house, identifiable by the singer's cat, Meredith, who was perched on the couch.

Kloss shared a photo of the collection on Instagram, penning in the caption, "I'm convinced, blondes certainly have additional fun."

February 1, 2015: Kloss visits Swift in Nashville

The example shared a photo of one of Swift's cats, Olivia, and tagged the location as Nashville, the singer's adopted hometown.

Kloss additionally shared a photo alongside Swift and Aldridge, penning in the caption, "Such a Wonderful weekend surrounded by specified Wonderful friends."

February 13, 2015: They the two graced the shield of Vogue

Karlie Kloss and Taylor Swift on the shield of Vogue. Vogue

In the joint shield story, Swift and Kloss opened up concerning their archetypal period meeting, their highway trip through Big Sur, and their friendship.

"People had been telling us for years we needed to meet," Swift said. "I recall composition artists and tress group going, 'Doesn't she prompt you of Karlie? God, she and Karlie would be finest friends. They're the same.'"

They revealed that Aldridge, who was allies alongside the two Swift and Kloss, made the introduction.

"We were fair like, 'You. My friend. Now,'" Swift joked.

Kloss afterward attributed their companionship to the fact that they're the two "normal people."

"We're genuine girls," Swift agreed.

They additionally faced off in Vogue's "Friendship Test," in which Swift revealed that Kloss listened to her complete "1989" album before anyone alternatively had heard it. As of August 4, 2023, the video has been listed as personal on YouTube.

February 16, 2015: Kloss gushes concerning her companionship alongside Swift

During an appearance on "Good Morning America," the example was asked concerning her Vogue shield alongside Swift.

"For me, what's important concerning that cover, is that it's all concerning power friendships. Taylor and I are really close, but we additionally have extremely distinct jobs in extremely distinct industries. We additionally are twentysomething-year-old women operating extremely difficult and extremely focused to prosecute our dreams and goals, and I think we the two are extremely supportive of one another," Kloss said.

"I think that benevolent of friendship, whether it's alongside a sister or a friend, that benevolent of companionship is really powerful, and it's been a huge part of my success," she added.

February 17, 2015: Swift and Kloss sit in the forefront row for Oscar de la Renta

Women's Wear Daily covered Peter Copping's debut at Oscar de la Renta, noting that Swift and Kloss were "giggly" together in the forefront row. (Kloss had walked for the designer the former year.)

When WWD asked why she attended the show, Swift curiously declined to comment: "My publicist would get mad at me," she said.

Kloss afterward shared a selfie alongside Swift from the event, posing alongside another near friend, Derek Blasberg.

"Front row selfie alongside my finest buds," she wrote. "(My finest companion and my big brother. So how are they related? Step friends?)"

February 18, 2015: Kloss shares a shout-out to her 'buddy'

After Swift appeared on "The Tonight Show Starring Jimmy Fallon," the example posted a photo of their interview on Instagram.

"So arrogant of my buddy slaying it on the #TonightShow with @jimmyfallon," she wrote.

February 24, 2015: Swift supports Kloss at her philanthropy event in London

Karlie Kloss and Taylor Swift among allies at a philanthropy event in 2015. David M. Benett/Getty Images for Naked Heart Foundation

Kloss cohosted an event called The World's First Fabulous Fund Fair to advantage The Naked Heart Foundation, Natalia Vodianova's philanthropy aimed at assisting Russian children.

Several of the supermodel's allies — akin Cara Delevingne, Ellie Goulding, and of course, Swift — attended the event in London to assistance her.

February 25, 2015: They stance alongside Kim Kardashian at the Brit Awards

K' and Tay and Bae

A article shared by Kim Kardashian West (@kimkardashian) on Feb 26, 2015 at 2:52am PSTFeb 26, 2015 at 2:52am PST

The 2015 Brit Awards were a sweeping achievement for Swift. She won finest global female solo creator and performed her hit song, "Blank Space."

She additionally seemed to set her feud alongside Kanye West and Kim Kardashian apart for the night, although it would shortly be reignited; Kardashian shared a photo alongside Swift and Kloss at the event.

May 8, 2015: Kloss posts a side-by-side image of herself matching alongside Swift

Kloss shared a photo of herself next to one of Swift wearing the identical black-and-white attire from distinct photo shoots.

She initially captioned the photo, "Missing my girl," but afterward changed it to, "Missing my BFF."

In fact, throughout their friendship, fans noticed how the duo frequently borrowed all other's clothes and rocked akin looks, equal in Swift's music videos.

May 18, 2015: Kloss stars as 'Knockout' in Swift's 'Bad Blood' music video

Swift assembled her finest allies to perform superheroes — and villains, in Selena Gomez's case — in her "Bad Blood" music video. Kloss was featured as Knockout, a character that takes on Swift in the boxing ring.

Mariska Hargitay, Ellen Pompeo, Jessica Alba, Serayah, Zendaya, Kendrick Lamar, Lena Dunham, Hailee Steinfeld, Hayley Williams, Hadid, Hunt, Delevingne, Goulding, and Aldrige additionally made cameos in the video.

"Bad Blood" was extensively believed to be about Katy Perry, who the "1989" singer had been feuding alongside at the time. (They've since buried the hatchet.)

June 27, 2015: Kloss makes a cameo at the 1989 World Tour in London

Taylor Swift alongside allies during the 1989 World Tour in London. Brian Rasic/LP5 /Getty Images

Kloss was one of multiple of Swift's allies who attended her "1989" tour halt in London.

At one point, the collection joined Swift onstage and waved a British flag.

Kloss shared a photo on Instagram of herself onstage alongside Swift, Hadid, and Delevigne, penning in the caption, "somehow, this image captures the soul of final night perfectly." She additionally shared a photo of the collection backstage, including Kendall Jenner and Martha Hunt.

June 30, 2015: They tour London alongside a larger group

Joking that she was the "5th wheel" on a container tour of the River Thames, Kloss shared a photo of herself alongside Swift and her then-boyfriend Calvin Harris, alongside alongside Hadid and her then-boyfriend Joe Jonas (whom Swift additionally dated in 2008).

"That instant whenever you acknowledge you're the 5th rotor on a affectionate twice date stream cruise...." Kloss wrote in the caption.

July 11, 2015: Kloss appears at another of Swift's concerts in New Jersey

Taylor Swift alongside allies during the 1989 World Tour in New Jersey. Kevin Mazur/LP5 / Getty Images

Kloss, Aldridge, Hadid, Uzo Aduba, and Behati Prinsloo encouraged for Swift at MetLife Stadium in New Jersey, formerly again making a astonishment cameo onstage.

August 30, 2015: Swift brings the 'Bad Blood' mold to the MTV Video Music Awards

Taylor Swift alongside the "Bad Blood" mold at the 2015 VMAs. John Shearer / Getty Images

Swift was forefront and center as she walked downward the red carpet at the 2015 VMAs alongside her "Bad Blood" crew.

xLater in the evening, "Bad Blood" won awards for best video and finest collaboration. Kloss made certain to congratulate Swift on Instagram.

The next day, she additionally shared a collection selfie alongside the caption, "So much fun final night at the #VMAs alongside the #BadBlood babes."

November 20, 2015: They commemorate Aldridge's birthday

The squad seemed to remain tight toward the end of 2015, whenever the two Kloss and Swift celebrated Aldridge's anniversary alongside a cake. Kloss shared a photo of the occasion on Instagram.

December 20, 2015: Kloss shares a emphasize video from Swift's 1989 World Tour

The montage showed Kloss heading to her archetypal Swift achievement in June.

"I've never seen Taylor perform, and I get to be onstage alongside her," she stated in the video.

Kloss additionally included multiple behind-the-scenes moments, akin whenever she and multiple of Swift's another allies joined the singer onstage.

December 30, 2015: The example shares her 'best nine' photos on Instagram, and Swift was in nearly all of them

With the elimination of Kloss' photo alongside Delevingne and a photo of herself position in forefront of New York University, Swift appeared in seven of Kloss' most-liked Instagram photos from 2015.

"If all akin was a mile, I'd get to the moon and rear 107 times. Can't appreciate you adequate for the love," Kloss wrote.

April 18, 2016: They suspend out at Coachella

Coachella ✅

A article shared by Karlie Kloss (@karliekloss) on Apr 18, 2016 at 9:13am PDTApr 18, 2016 at 9:13am PDT

The day following she posted a video from Coachella alongside her now-husband, billionaire project capitalist Joshua Kushner, Kloss took a selfie alongside Swift at the music festival.

June 13, 2016: Swift rents a Manhattan flat small than a mile distant from Kloss' property

While her Tribeca flat underwent renovations, Swift rented a West Village asset on Cornelia Street, reportedly costing $40,000 per month, according to TMZ.

At the time, Kloss was living in a $2.75 myriad apartment on Charles Street, fractional a mile distant from Swift's rental. The supermodel was frequently seen coming and going from Swift's place.

July 4, 2016: Kloss attends Swift's annual Independence Day gathering in Rhode Island

Swift hosted a star-studded Fourth of July party at her 11,000-square-foot Rhode Island mansion, which was built in the '30s and reportedly disbursal $17.75 million.

The collection — which included Swift's then-love involvement Tom Hiddleston, Hadid, Delevingne, Kloss, and additional — was photographed celebrating the juncture wearing red, white, and blue attire.

They equal enjoyed a massive inflatable slide and fireworks, which Kloss showed off on social media.

August 3, 2016: Kloss celebrates her anniversary alongside Swift complete FaceTime

On the evening of her 24th birthday, Kloss shared a photo of Swift's visage on her iPad screen. She'd propped up the equipment next to a bouquet of sunflowers.

"When you're midway about the earth & your finest companion motionless finds a way to commemorate 24 alongside you," she wrote, tagging Swift.

Based on behind-the-scenes footage from "Reputation" studio sessions, Swift recorded "King of My Heart" the extremely identical day.

August 14, 2016: Kloss says that Kim Kardashian is a 'lovely person' amid the actuality star's feud alongside Swift

During an discussion alongside The Sunday Times, Kloss was asked to portion her thoughts concerning Kim Kardashian, who was in engaged in a heated feud alongside Swift at the time.

"I think she's been a beautiful individual to me in the past. Look, I really don't cognize her that well," she said.

After group accused her of siding alongside the actuality celebrity alternatively of sticking up for her friend, she defended herself on Twitter.

"I volition not authorize the media to misconstrue my words," she wrote. "Taylor has continually had my rear and I volition continually have hers."

October 13, 2016: Swift and Kloss are seen in SoHo during one of their final community outings

Taylor Swift and Karlie Kloss in New York in 2016. Raymond Hall / Getty Images

The brace was spotted alongside Serena Williams and Dakota Johnson leaving Bowery Ballroom in New York City.

October 28, 2016: Kloss shares a Polaroid of herself and Swift at Drake's 30th anniversary party

The brace was seen strolling into Drake's anniversary gathering together at Delilah, a association in Los Angeles, multiple nights previous — the final period they were photographed together in public.

Kloss shared a Polaroid photo of herself alongside Swift from the identical night, captioned, "Happy belated @champagnepapi."

November 8, 2016: The example wishes Swift's near companion Lorde a blessed birthday

Kloss shared a photo of herself and Swift kissing Lorde on either cheek.

Swift and Lorde, whose genuine name is Ella Yelich-O'Connor, had earlier rotate into near friends.

"Happy Happy 20th bday Ella," Kloss wrote. "Looking onward to the epic adventures onward and memories to be made complete the next 20!"

December 13, 2016: Kloss calls Swift her 'friend, sister and partner in crime' on the singer's birthday

"Happiest of Birthdays to my journey or die @taylorswift," Kloss captioned a photo of Swift kissing her cheek.

"I awareness fortunate to figure you as my friend, sister and partner in crime," Kloss wrote. Can't delay to commemorate together extremely soon."

December 13, 2017: Kloss posts a uncomplicated anniversary communication to Swift on social media

"Happy blessed anniversary @taylorswift!" Kloss captioned the selfie.

January 1, 2018: Swift's fans estimate a rift in their companionship following Kloss captions a photo alongside Katy Perry's opus lyrics

Kloss played basketball in a black-and-white video she attempt for LOVE's advent calendar.

She initially captioned the photo, "Swish Swish," which is the heading of Perry's opus extensively believed to be a response to Swift's "Bad Blood."

Fans began accusing Kloss of taking a flank in the feud by penning Perry's lyrics on her Instagram and flooding the article alongside comments.

Others defended Kloss, saying that she was merely using a average basketball term.

She eventually changed the caption, which now reads, "Nothing but net."

February 8, 2018: Kloss goes to meal alongside Perry in Los Angeles

Slightly a duration following the example was accused of dissing Swift on Instagram, she was spotted out to dinner alongside the "Swish Swish" singer in Los Angeles. Two mutual allies were current as well.

Several days later, Jennifer Lawrence joked that Kloss and Swift's extend "keeps her up at night" during a live discussion alongside The New York Times.

When asked to choose one concealed that she could cognize the answer to, Lawrence responded, "Honestly, I'd akin to cognize what's going on between Karlie Kloss and Taylor Swift, akin that's the honest-to-god truth. Is nobody alternatively curious? It's keeping me up at night. What happened?"

March 16, 2018: Kloss lists Swift as one of her closest allies during an interview

Despite gossip that her companionship alongside Swift had ended, Kloss stated she was motionless near alongside the songstress during an discussion alongside The New York Times.

The outlet reported that Kloss and Swift conversation frequently, equal although tabloids claimed otherwise.

"Don't accept everything you read," Kloss said.

August 26, 2018: They portion their final selfie together at the Reputation Stadium Tour

Kloss attended the "Reputation" tour halt in Nashville, anywhere she snapped a selfie alongside Swift backstage.

"No one puts on a display akin @taylorswift," she wrote. "#ReputationTour Nashville was out of this world, I am SO arrogant of you."

At the period of writing, this is the final photo Kloss or Swift have shared together on social media.

October 11, 2018: Kloss says she and Swift are 'still really fine friends'

During her "73 Questions" discussion alongside Vogue, Kloss was asked if everything was "cool" between her and Swift.

"The earth needs to know? Well, Jennifer Lawrence was interested," Kloss replied. "Jen, don't worry. Taylor and I are motionless really fine friends."

October 18, 2018: Kloss gets married, and Swift doesn't act the wedding

The supermodel exchanged vows alongside Kushner in an close personal ritual in upstate New York. The wedding had concerning 80 guests, according to People.

Swift shared an update on her Instagram Story shortly following news of the wedding broke, confirming she was on tour in Australia at the time.

December 13, 2018: Kloss gives another anniversary shout-out to Swift

On the midday of Swift's 29th birthday, the example shared a photo of the brace at the 2015 AMAs.

"Proud of you always," Kloss wrote, adding, "Happy Happy Birthday @taylorswift."

The article has since been deleted.

March 2019: Swift seems to disavow her 'squad,' but Kloss brushes it off

In anticipation of her 30th birthday, Swift wrote an essay for Elle titled "30 Things I Learned Before Turning 30."

She cited the importance of acknowledging the difference between "friendships" and "situationships" in her 20s.

"Something concerning 'we're in our young twenties!' hurls group together into groups that can awareness akin your chosen family. And perchance they volition be for the remainder of your life. Or perchance they'll fair be your comrades for an crucial phase, but not forever. It's sad but sometimes whenever you grow, you outgrow relationships. You may depart rearward friendships alongside the way, but you'll continually keep the memories," Swift wrote.

Swift additionally admitted that she began to awareness akin her so-called "squad" had rotate into the "living embodiment" of her younker insecurities — akin being ostracized and mocked at school.

"In my twenties I established myself surrounded by girls who wanted to be my friend. So I yelled it from the rooftops, posted pictures, and celebrated my newfound acceptance into a sisterhood, without realizing that another group power motionless awareness the way I did whenever I felt so alone," Swift wrote. "It's crucial to location our long-standing issues before we rotate into the living embodiment of them."

Kloss appeared on "Watch What Happens Live" multiple days following the composition was published, and Andy Cohen asked what she idea concerning the essay.

"Taylor is incredible, and I awareness really fortunate to call her a friend, and she's among the hardest operating women, and I loved her essay," Kloss said.

June 20, 2019: Kloss and Kushner have another wedding, but Swift doesn't act that one either

Months following their archetypal wedding, Kloss and Kushner threw a larger ritual alongside allies at Brush Creek Ranch in Wyoming.

While Swift didn't appear in any of the photos from the event, Perry did.

Scooter Braun, who was at likelihood alongside Swift equal before he purchased her erstwhile document company, was additionally photographed the event alongside his then-wife Yael Cohen. At the time, Braun had been Kloss' director for years.

A origin near to the two Kloss and Swift told Page Six that Swift was welcomed to the two events.

A delegate for Kloss told the publish that Swift couldn't act because of previous commitments.

August 10, 2019: Kloss vacations alongside Braun in the midst of his feud alongside Swift

Braun purchased Big Machine Label Group — an acquisition that included Swift's masters — for a reported $300 myriad in June 2019. After news of the acquisition broke, Swift aired her grievances in a Tumblr post.

"I learned concerning Scooter Braun's acquisition of my masters as it was announced to the world," Swift wrote. "All I could think concerning was the incessant, manipulative bullying I've received at his hands for years."

The singer explained that she "pleaded for a chance to own my work" for years before the transaction but was alternatively offered to "sign rear up to Big Machine Records and 'earn' one gathering rear at a time, one for all new one I turned in."

Following Braun's purchase, celebrities and allies began to obtain sides, but Kloss stayed quiet. And fair months following the acquisition, Kloss went on holiday alongside the music executive.

Braun posted a photo alongside Kloss and her hubby on a boat. He wrote in the caption, "Week of laughter." It has since been deleted.

July 23, 2020: Kloss shares a photo alongside an eerie similarity to Swift's 'Folklore' photo fire on the identical day as the gathering announcement

Both of these photos were posted on July 23, 2020. @karliekloss/@taylorswift/Instagram

Swift amazed fans by announcing the publish of her eighth studio album, "Folklore," on July 23, 2020. Swift additionally shared black-and-white images of herself in the woods on Instagram, one of which served as the gathering cover.

Shortly following the musician's announcement, Kloss shared two photos of herself in the timber that looked akin to Swift's pictures.

She captioned the pictures: "happy place."

Given their history, fans wondered if the supermodel's photo was a nod to Swift's album, although she never immediately mentioned "Folklore" or Swift in her post.

January 7, 2021: Swift may citation Kloss in her 'Evermore' opus 'It's Time To Go'

Swift surprise-released her ninth gathering "Evermore" on December 11, 2020. Like its sister "Folklore," the tracklist is packed alongside sly winks and Easter eggs that clue at Swift's affectional state.

One duration later, Swift released two reward tracks for the deluxe type of "Evermore." One of the songs, titled "It's Time to Go," sparked speculation concerning her association alongside Kloss.

In the archetypal verse, Swift sings, "When the words of a sister arrive rear in whispers / That demonstrate she was not in fact what she seemed / Not a twin from your dreams / She's a bend who was caught."

The words "sister" and "twin" led fans to amazement if Swift was referring to Kloss, a chap lofty blonde. (Throughout their friendship, the media additionally referred to them as "sisters divided at birth.")

Fans additionally theorized that "whispers" and "crook" meant that Swift felt betrayed whenever their companionship ended; the opus is concerning knowing whenever to depart a circumstance that's no longer serving you, or actively hurting you ("Sometimes giving up is the powerful thing").

The another "Evermore" reward track, "Right Where You Left Me," is the inverse narrative. Swift sings concerning emotion abandoned and alone, unable to get complete a former relationship.

The beginning line, "Friends interrupt up, allies get married," could mention to her apparent "break up" alongside Kloss, who got wed to Kushner shortly after.

"I promise you could comprehend a tress pin autumn / Right whenever I felt the instant halt / Glass shattered on the pale cloth / Everybody moved on, I stayed there," Swift sings in the chorus.

The depiction of pane shattering against pale cloth could citation a well-known tradition in Judaism, in which newlyweds stomp on a pane that's covered by a napkin. According to People, Kloss and Kushner had a Jewish wedding ceremony.

August 9, 2023: Kloss is spotted in the assemblage at Swift's Eras Tour in Los Angeles

Nearly five years following they were final photographed together, Kloss shocked fans by attending the final display on the US leg of the Eras Tour.

According to photos and videos from the event, Kloss was seated in a regular section, as opposed to the VIP shelter alongside other celebrities akin Halsey and Sadie Sink.

She was additionally filmed chanting alongside to hits akin "Shake It Off" and "Bad Blood." Serendipitously, this was the identical night Swift chose to province the recorded type of "1989" — the extremely gathering that Kloss heard before anyone alternatively rear in 2014.

April 23, 2024: Kardashian shares a photo alongside Kloss amid renewed speculation concerning her feud alongside Swift

Swift released her 11th studio album, "The Tortured Poets Department," on April 19, 2024. The deluxe type includes a opus called "Thank You Aimee," which fans have interpreted as a Kardashian diss track.

Amid gossip and headlines concerning the opus rehashing Swift and Kardashian's longtime feud, the actuality celebrity decided to portion an old collection photo of herself alongside Kloss. (She didn't tag Kloss in the post, lone Derek Blasberg.)

July 3, 2026: Kloss received a astonishment invitation to Swift's wedding

Swift wed Travis Kelce in a star-studded ritual at Madison Square Garden.

Although guests were reportedly required to sign NDAs, and no photos have been released from inner the event, paparazzi caught many celebrities heading to the New York City venue in black-tie attire — including Kloss, who was photographed in SoHo wearing a aureate gown.

A few weeks later, Kloss was asked concerning the wedding during an appearance on the "Today" show.

"Listen, I try to defend the privacy of my friends' individual lives," Kloss said. "But what I volition say is that they're an amazing brace and I'm so blessed for them."

November 8, 2026: Swift and Kloss publically reunite at a Chiefs game

Taylor Swift and Karlie Kloss at Arrowhead Stadium on November 8, 2026, in Kansas City, Missouri. Amy Kontras/Getty Images

Over eight years since Swift and Kloss were final seen hanging out, Kloss materialized in Swift's VIP suite at Arrowhead Stadium, anywhere Swift frequently cheers for Kelce and the Kansas City Chiefs alongside allies and family.

Swift and Kloss were photographed chatting and hugging during the game. The brace additionally sat alongside Swift's parents, Andrea and Scott Swift.

When will this stop? The Raspberry Pi 5 16GB SBC now sells for $385

support@mycoding.id (Putri Silvia) — Mon, 09 Nov 2026 18:42:55 +0700

Raspberry Pi has announced yet another cost increase, this period for most models alongside 16GB of RAM. The Raspberry Pi 5 16GB now sells for $385, an $80 addition compared to the last cost hike in April, and the Raspberry Pi CM5 system-on-module gets a $40 increase, starting at $375 for the Lite example without wireless.

The “good news” is that the Raspberry Pi 500+ mechanical keyboard PC stays at the identical price, starting at $410. I assume they can oversee it on that model, since it’s already richly priced and the petition must be lesser than for sole commission computers and compute modules.

Here’s the updated cost catalog for the Compute Module 5 16GB variants.

Part number	eMMC	Wireless	Price
CM5016000	0GB (Lite)	No	$375
CM5016016	16GB	No	$400
CM5016032	32GB	No	$410
CM5016064	64GB	No	$410
CM5116000	0GB (Lite)	Yes	$380
CM5116016	16GB	Yes	$405
CM5116032	32GB	Yes	$415
CM5116064	64GB	Yes	$415

Interestingly, the cost is the identical whether we get 32GB or 64GB eMMC flash.

I motionless recall group complaining concerning the $120 initiate cost of the Raspberry Pi 5 16GB. That was small than two years ago, and that cost would awareness akin a agreement today. Of course, Raspberry Pi isn’t the lone business affected by elevated RAM prices this year. Here’s a latest catalog of cost hikes for famous SBCs and SoMs:

April 1, 2026 – All Raspberry Pi boards alongside 4GB RAM or additional get a cost increase. The Raspberry Pi 4 3GB is launched to compensate somewhat.
July 22, 2026 – NVIDIA increases the cost of Jetson modules and devkits by up to 101%
October 1, 2026 – Raspberry Pi 4/5 2GB boards aren’t immune and also get a cost hike.
October 19, 2026 – The Arduino VENTUNO Q now sells for $399 alternatively of $299. In all fairness, the second was an introductory price, so the higher retailing cost was expected.

Of course, all another vendors akin Orange Pi, Radxa, Hardkernel, Banana Pi, and so on, additionally had their own cost increases, fair not as broadly advertised throughout the web.

So whenever volition this all end? It’s difficult to know. Micron expects the RAM deficit to final at smallest until 2028, and SK Hynix thinks it could lone be resolved sometime in 2030. On the flip side, the inventory prices of recollection vendors have cratered in latest months, as investors concern concerning the sustainability of profits, which could indication cracks in the current cycle. Some of their customers additionally battle to get financing as the cost of tokens keeps collapsing, and the profitability of AI is put into question. The war in the Middle East is additionally a wildcard, as crucial materials (e.g., helium) required for the manufacturing of wafers and chips could additionally cognition shortages. We’ll have to delay and see.

Thanks to TLS and Anonymous for the tip.

Jean-Luc started CNX Software in 2010 as a part-time endeavor, before quitting his job as a application engineering manager, and starting to compose regular news, and reviews complete period afterward in 2011.

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Leaked TikTok org chart reveals how execs from China have gained power in its US e-commerce operations

support@mycoding.id (Dan Whateley) — Mon, 09 Nov 2026 18:37:39 +0700

Stephen McCarthy/Sportsfile for Web Summit Qatar via Getty Images; BI

Earlier this year, the e-commerce squad at TikTok announced a guideline alter that sent several of its sellers into a frenzy.

The business told all US merchants they needed to toggle to TikTok Shop's in-house fulfillment and shipping program by the end of March. They could no longer dispatch out their products independently and would have to pay TikTok's assistance fee.

The command drew backlash, alongside several sellers threatening to depart the platform, a Shop agency partner said. The business scrapped the projected guideline in February.

Company insiders say the event speaks to how guidance inside TikTok Shop in the US has changed complete the final few years. TikTok has elevated executives alongside backgrounds in Chinese e-commerce — many of whom are now based in the US — and shed American e-commerce leaders through layoffs or voluntary exits. TikTok Shop's US operations are now mostly led by staffers who were earlier or are currently based in China, according to an org diagram viewed by Business Insider, conversations alongside business insiders, and a assessment of executives' verified LinkedIn accounts.

TikTok Shop is ByteDance's bet on social shopping, a new form of e-commerce in which consumers buy products through influencer videos or livestreams. The phase offers everything from phone chargers to houseplants, enlisting satisfied creators to assistance market products in toggle for a commission.

The e-commerce phase has gained market portion in the US, capturing concerning 2% of total online retailing spend in July, up from concerning 1.2% a twelvemonth ago, according to Consumer Edge, a customer-intelligence resolute that analyses US credit and debit cardstock transactions. At the identical time, the business now has small leaders alongside US e-commerce cognition to flag possible issues, additional than a dozen current and erstwhile staffers said.

TikTok Shop's operations squad is overseen by Mu Qing, a erstwhile e-commerce administrator for Douyin, the Chinese type of TikTok. Mu, who goes by Mason, reports to Bob Kang, ByteDance's e-commerce lead. Six out of the seven US merchandise category leaders who study to Mu earlier worked in China at ByteDance or another companies. The individual overseeing TikTok's US Shop creator squad earlier ran Douyin's creator team.

A TikTok spokesman stated its Shop US guidance squad "has remained mostly unchanged for additional than a year, and the complete institution is focused on assisting American businesses of all sizes develop and win on the platform."

They pointed to a May and June study the business commissioned from PF Global, which established that 85% of businesses using TikTok Shop stated it had risen revenue and revenue, during 81% stated it had helped them attain new customers they couldn't admission via a bodily or online store.

A TikTok Shop booth at the China Cross-Border E-Commerce Trade Fair. Wang Dongming/China News Service/VCG via Getty Images

TikTok's risen reliance on Chinese leaders in the US arrives following Congress and two presidents spent additional than fractional a decade pushing its owner, ByteDance, to market its US business, fearing its genitor could be compelled by the Chinese authorities to alter its algorithm or hand complete admission to US person data. In January, ByteDance sold off a ample chunk of TikTok US to a consortium of investors to comply alongside a divestment law. It passed alongside oversight to those investors of parts of its operations, specified as data management, but did not relinquish control of its US e-commerce or advertising businesses.

Having guidance alongside connections in the Chinese market has helped the business develop income in the US. Some of TikTok's executives have brought seller and agency relationships from the country, which have helped boost US revenue on TikTok Shop. Many of Shop's abroad sellers are based in China, although they frequently set up entities in the US. Still, business insiders stated the changing of the defender has led to several scheme missteps whenever local nuances are lost.

"Leadership from China is used to consumers or sellers adjusting quickly, but in the US, customers have alternatives, and if they don't akin an cognition they volition not normally rod around," stated one erstwhile Shop staffer who worked on TikTok's shipping strategy.

TikTok's evolving US structure

Organizational shake-ups inside TikTok that have unseated local leaders haven't been confined to TikTok Shop's operations team. Last year, the business reorganized its earth e-commerce governance and cognition team, handing greater oversight of new markets akin Latin America to executives from China and Singapore. In March 2025, it replaced its top US promotion leader, Blake Chandlee, alongside Will Liu, known in China as Liu Xiaobing, an administrator who worked on monetization products for ByteDance's Chinese apps and TikTok. In April, North America promotion exec Khartoon Weiss, who had served as Chandlee's on-the-ground replacement, additionally remaining the company.

Companies that desire to develop into a new market frequently do so since they accept they have a rivalrous advantage they can replicate in a abroad country, stated Z. John Zhang, a Wharton prof and founding director of its China Center.

"This method that you do have to bring your own group in to execute any is operating in your own residence country," he said.

He added that these leaders frequently create assumptions concerning a abroad market according to cognition in their residence one. That can guide to strategic mistakes, he said.

TikTok hired Amazon endowment to boot off Shop

TikTok's US e-commerce operations squad wasn't continually led by Chinese executives.

In 2023, it went on a hiring spree from Amazon and another US companies as it prepared to get its e-commerce endeavor off the ground.

Among its first recruits were Nicolas Le Bourgeois, a nine-year Amazon veteran, and Marni Levine, a erstwhile Meta and eBay executive, who were brought on to assistance run US operations. Some merchandise category executives came from Amazon, too, akin food and beverage caput Cameron Gould-Saltman.

Enlisting Amazonians to assistance navigate the US market was strategic, as Amazon is the country's foremost player, controlling concerning 35% of US online retailing expend in Consumer Edge's July analysis.

Hiring local experts whenever entering a new market is a average scheme among global firms, Zhang said.

"You depend a small bit additional on the locals, but clasp onto the additional specialized and advanced jobs for your own residence nation and executives," Zhang said.

In 2024, ByteDance's e-commerce executives pushed the US squad to try to replicate strategies that had worked fine on Douyin, specified as live shopping. It issued a companywide training program for livestream commerce, encouraging brands to clasp live marketing and asking TikTok workforce to try marketing products on camera.

In the Chinese market, live commerce drives hundreds of billions of dollars in annual sales. It's much additional niche in the US, anywhere it's expected to run fair under $20 milliard in revenue this year, according to a forecast from EMARKETER, Business Insider's sister company.

"They wanted 'Live' to be the item akin it is in Asia, but organizationally it was the big push, and afterward they moved everything back," stated one erstwhile Shop staffer who worked alongside partners on their live marketing strategies and was laid off final year.

Top guidance "eventually got astute to this not being item they could brute force," they said.

Electronics retailer Newegg was part of an first set of brands operating livestreams on TikTok Shop. Business Wire/AP

"Being in China and having a prosperous example that plant in that market, they tried to fair use it in the American market," stated another erstwhile staffer who worked alongside TikTok Shop creators.

Top guidance became disappointed alongside US growth

In first 2025, ByteDance guidance told staffers it was unhappy alongside TikTok Shop's US performance. Through a sequence of achievement assessment cycles, team reorgs, and layoffs, it misplaced many of its US operations leaders, including Le Bourgeois.

As local leaders exited, the business in May 2025 appointed a US staffer, Patrick Nommensen, to a new function as "external ambassador to portray US TikTok Shop in external engagements," per a business memo sent by Mu and viewed by Business Insider. Nommensen serves as the local visage of the endeavor externally.

Shop has continued to acquire traction as additional Americans get acclimated to purchasing in the social feed. In December, TikTok stated it traversed $500 myriad in merchandise revenue during the four-day holiday stretch from Black Friday to Cyber Monday, for example.

Internally, current and erstwhile TikTok Shop staffers say the change from US to Chinese guidance has changed agency civilization in e-commerce hubs akin Seattle, Washington.

Three insiders felt that elements of "996 activity culture," a office doctrine popularized in China that encourages staffers to activity 12-hour days and on weekends, had ramped up at TikTok in the US.

The office mindset has shifted, a current Shop staffer said.

"There's group who are hungrier, used to the lengthy hours, additional prepared for the anarchy of moving quickly," they said. "That's item that I battle with."

I started a canned-wine company with my husband instead of getting my MBA. The business has become an extension of our family.

support@mycoding.id (Elle Hardy) — Mon, 09 Nov 2026 18:36:46 +0700

Marian Leitner-Waldman is the originator and CEO of Archer Roose Wines. George Annan for BI

This as-told-to composition is according to a conversation alongside Marian Leitner-Waldman, the 39-year-old originator and CEO of Archer Roose Wines, based in Boston. It has been edited for dimension and clarity.

When I was young, I really wanted to create the earth a improved place. After graduating alongside a flat in global studies, I worked at Gavi, the Vaccine Alliance, and afterward at the Global Partnership for Education, which was based at the World Bank.

I'd continually had flank hustles, and I've continually loved wine. My husband, David Waldman, had earlier founded his own winery in the Republic of Georgia, but he was no longer engaged alongside it by the period we started our business. I really wanted to answer the inquiry of how to have a pane of vino without beginning a bottle.

We've turned that answer into Archer Roose Wines, a endeavor that generates eight-figure revenue.

George Annan for BI

We wanted to interrupt a energetic in the vino industry

While motionless operating at the World Bank in 2013, I established investigation indicating that packaging and allocation document for a significant portion of wine's carbon footprint. By tackling the format, we would additionally have an chance to lesser the carbon footprint.

For bottles under $25, you're typically paying additional for shipping and packaging than for the wine inside. We set out to flip this energetic so that whenever a person purchases the product, they're really paying for the wine.

We looked at bag-in-box, but cardboard and the bag inner were not recyclable everywhere. It's extremely difficult to enact alter on issues akin recyclability and discarded management. I wanted to leverage the existing infrastructure.

Aluminum cans can be recycled often and are accepted by nearly all local recycling programs. What really pushed me complete the border was looking at trends additional broadly and seeing additional beverage categories expanding into cans.

I realized that the person had changed, and the accent was now on idiosyncratic serving size and convenience.

George Annan for BI

I worked on Archer Roose on the flank for a while

I was continually pressure-testing the idea since canned vino was motionless beautiful shocking. I couldn't get any provider to sign us on for a while. Finally, a sorority sister who worked for a vino importer and provider in New York accepted to commencement operating alongside me.

I discontinue my job to go all in on Archer Roose in the summer of 2015. By then, we had our archetypal provision sequence in location and had signed our archetypal distributor. Cans really came a small later. We initially launched as a boxed wine.

We funded the archetypal three years alongside allies and family

I had fair gotten married, and my hubby had fair graduated alongside his MBA. We were moving to Boston for his job, and I was preparedness to get my MBA. I realized I would fairly obtain the prosperity that we saved for my flat and put it toward the business since this was going to be my education.

We used that prosperity to commencement the endeavor and afterward raised $350,000 in a friends-and-family circular in 2016.

George Annan for BI

We knew first on that we wanted to origin from Chile

The idea of partnering alongside winemakers about the world, shipping the vino to the US in flexitanks, and packaging and distributing it current was my husband's idea.

The norm of wine in Chile is outstanding, and the nation sits in approximately the identical period area as we do, which made operating together a lot easier. We bought nearly all Chilean vino we could discover under $25 and tasted them all, taking careful notes. Then we worked backward on the ones we liked: who made the wine, anywhere the grapes came from, who the winemaker was.

We started reaching out from there. Most of them had no involvement in operating alongside an alternative-packaging brand. Then we met Luca Hodgkinson. He connected alongside what we were trying to do and accepted to obtain a chance on us.

Investors criticized me for spending too much prosperity on merchandise development

I got criticism for how much period and energy we put into making certain the vino tasted right, but fundamentally, I accept vino is a treat, and if it doesn't sensation great, it's not value it.

I wanted to be the brand you go to on a Wednesday night whenever you don't desire to open an complete bottle. It's concerning a ritual: a reiterate acquisition that becomes a habit. That method bulk allocation and volume.

I asked myself who had a akin document cosmos and path to market, and would be incentivized to study a distinct way of working. That's whenever it hit me: ale distributors. We met alongside a brewer who told us that you have to beer ale alternatively for cans than for bottles.

George Annan for BI

We started to dig into the chemistry rearward the can liner

We saw a gap in investigation on how distinct wines engage alongside can liners complete time. We collaborated alongside Cornell food discipline prof Gavin Sacks, archetypal by providing cans for existing investigation and afterward by assisting to prosperity dedicated studies.

We additionally began collecting our own research. We learned that we needed to method all vino assortment differently.

We started marketing cans in 2017.

In 2022, Constellation Brands invested in us

They took a smaller group stake, and they brought validation to the table. I'm not from the industry. I was a vino business distributed through ale distributors in cans. I think group didn't cognize what to create of us.

By then, the endeavor had changed enormously. After our archetypal fundraising round, we learned accelerated that boxed vino made from the grapes we wanted to use was too costly for group who had never tried the brand. We continued to refine our product-market fit and our go-to-market approach.

The crucial instruction I've learned in category and business construction is that you continually need to appearance beyond what you can oversee to what your business volition need next.

George Annan for BI

The endeavor is benevolent of an expansion of our family life

I'm the CEO, and my hubby is the chairman of the board. Early on, we decided that lone one of us was going to be complete period in the business, mostly since we didn't desire anybody operating for us to be reporting to two wed people.

We have 15 to 20 workforce and activity alongside five winemakers about the world. We're a completely distant company.

During the pandemic, I reached out to Elizabeth Banks, and she joined in 2021 as a chief imaginative authoritative and co-owner.

Most of our plans for the coming years are to measure up what we're doing

We'll be adding to our portfolio in 2027 alongside additional lower-ABV options in reply to client feedback.

We additionally desire to continue supporting the vino industry at ample as its involvement in substitute formats grows, and fig out how we can portion the IP we've developed so that we can build this category together.

I desire to vie on the norm of our wine, on our brand, and on our path to market. I don't desire consumers to always awareness akin purchasing canned vino is a gamble.

Elle Hardy is an Australian-born newsman who's worked as a abroad equal and is currently completing her archetypal book.

The future of AI hinges on… Jensen Huang’s sex life?

support@mycoding.id (Elizabeth Lopatto) — Mon, 09 Nov 2026 18:36:08 +0700

I would favor that these people’s sex lives were none of my endeavor but I conjecture we have to conversation concerning Jensen Huang and the National Security Incident. Who could have guessed that the guy who was out current signing titties power not have awesome judgement concerning how to behave about women?

Alice Huang — no connection to Jensen — is a erstwhile TV reporter. That was before she became “an executive” at Megaspeed, which bought $4.8 milliard of hard-to-get Nvidia chips, starting about the period she was being photographed alongside Jensen in a Taipei bar in 2024. “To many in the industry, the well-funded shove by Megaspeed into A.I. appeared to arrive out of nowhere,” The New York Times wrote, tactfully. Our female Alice is additionally an alleged honeypot who was recruited by the Chinese Ministry of State Security. (China is denying all this, btw.)

You cognize crap is going fine whenever your company spokesman has to inform the Times that of course your business does not disclose classified data to your customers

What is Megaspeed? Well. The business has ties to the Chinese armed forces and builds data centers in “Southeast Asia” (it has offices in Singapore and Indonesia) to market compute to Alibaba. The chips it is using to do that are banned from being imported to China. Incidentally, Nvidia has been lobbying extremely intensely to get rid of import controls on its chips so it can market them in China.

This is all community cognition in part since Secretary of State Marco Rubio reportedly “oversaw” a memo detailing Alice’s recruitment and association alongside Jensen, and afterward person leaked it. (Powerful memo game, Marco, getting credit for one you didn’t equal write!) Rubio passed his small note about in May, onward of a trip to China taken by President Donald Trump. Jensen initially didn’t create the catalog of invitees on the trip — at least, not until Trump saw media safety of the perceived snub. Trump and Jensen? They’re close. Which makes it equal additional engaging that Trump was personally briefed on the findings and did nothing, according to the Times.

You cognize crap is going fine whenever your company spokesman has to inform the Times that of course your business does not disclose classified data to your customers. John Rizzo, the spokesman, additionally told the Times that Nvidia’s customers don’t ask Nvidia to lobby for changes to the part restriction. Bit of a hat on a hat, John. First of all, they don’t have to — Nvidia’s financial incentives do it for them. Second, ideate this is a regular company. The business model of Megaspeed is that the chips are restricted, and that Megaspeed gets ahold of them. Megaspeed has no incentive to upend this situation! Unless, you know, it’s acting against its financial involvement since it’s a forefront for Chinese spies… in which case, that declaration is going to be embarrassing.

Speaking of embarrassing, Rizzo told the Times “that Mr. Huang’s interactions alongside Ms. Huang were ‘not unusual’ and accordant alongside the kinds of meetings he has alongside any of Nvidia’s many customers.” Oh, okay. Who alternatively was Jensen fucking?

Nvidia has an extraordinary structure

Because two days following that statement, Jensen sent the most incredible email addressed “To my colleagues at Nvidia” in which he admitted he had been “unfaithful.” Then, he wrote, “To my spouse and family: I affection you. I cognize an apology cannot undo what I have done. I anticipation our family volition heal and that, complete time, I can acquire rear your trust.” Are… your spouse and family on the Nvidia employee email list?

Well, yes! His son is a director of merchandise management; his female is a elder promotion director. He equal gave a job to his son-in-law!

Also, Nvidia has an extraordinary structure. Jensen has 60 straightforward reports. Leave apart that there is no imaginable way to oversee that many group well. I would akin to straightforward your notice to item alternatively entirely: If he is in trouble, there is no part of the business that is untouched. The customary problems attain, of way — he was in a stance to have gotten any data she power have requested! He could have remaining business laptops accessible for infiltration! But since of the structure, he also could have issued commands to his many straightforward reports that benefited the CCP. Neat! I certain anticipation person who knows a lot concerning cybersecurity is going through Nvidia alongside a fine-toothed comb.

Is he in trouble? Well, Nvidia is beginning an inquiry into Jensen, who is additionally its largest idiosyncratic shareholder. (At smallest there’s no dual-class stock!) Nvidia shares are, as of this writing, downward nearly five percent, which seems akin an underreaction.

I don’t cognize anywhere Jensen’s genuine wife, Lori, is in all this

Perhaps additional consequentially, the Democratic Party fair swept rear into power and Sen. Elizabeth Warren (D-MA) seems mad. Also, the voters hate the data centers that home Nvidia chips, and I notice a lot of aspiring politicians thinking concerning the next presidential elections. For instance, there’s Rubio’s name attached to the memo. I additionally notice Trump’s fame is at an all-time nadir. Besides any Democrats positioning themselves for a run, a Republican looking to create several daylight between himself and Trump could effortlessly do so by going to town on Jensen, who is Trump’s buddy. I do not think Rubio is the lone ambition monster to concern about.

I don’t cognize anywhere Jensen’s genuine wife, Lori, is in all this. They got wed in 1985. She gave up her job as a microchip designer to lift their kids. I would be extremely amazed if there is a prenup. I would be slightly amazed if there was a postnup. Jensen doesn’t own as much of Nvidia as Jeff Bezos did of Amazon whenever he cheated on and divided his wife, but it’s item to keep an eye on, if Lori decides she’s out.

We’ve talked once or twice concerning Nvidia’s central function in the AI ecosystem — and specifically, that it is heavily engaged in financing AI neoclouds. It has investments in SpaceX, CoreWeave (where it was, as of the period of the IPO, the company’s second-biggest customer), and OpenAI, among others. Jensen has been promoting “compute as an asset class.”

Nvidia is, effectively, the chief financial institution of AI

One of the reasons I have been uncertain concerning whenever and how the AI bubble volition pop is that it seems to me that Nvidia can bail out any or all of these companies anytime it needs to, fair akin it did for CoreWeave whenever its IPO was threatened. Neoclouds be since Nvidia wanted to create competition for its chips, so its biggest customers — Microsoft, Amazon, Google, Oracle — couldn’t exert too much pricing pressure. Certainly I am not the lone individual who has noticed that Nvidia is, effectively, the chief financial institution of AI. If Nvidia is in a particularly bad way, it benevolent of seems like, at minimum, the neoclouds get fucked too. Oddly, CoreWeave is up concerning 6 percent as of this writing; the inventory market moves in mysterious ways.

Maybe that is why our nation’s foremost idea leaders on X are posting things akin “Whomst among us hasn’t accidentally fucked a Chinese spy? That’s how it is on this bitch of an earth.” I’m kidding, here’s investor/loudmouth Bill Ackman: “We should all assistance him and his family. Onward.” Shaun Maguire, partner at VC resolute Sequoia: “I accept Jensen is irreplaceable for America’s AI leadership.” (Elon Musk took a quick break from complaining about Dave Chappelle’s comedy to category “I agree” to Maguire’s note.)

So Jensen can’t go down, as there’s no one who can substitute him, and Nvidia can’t go down, as nothing can substitute it. The AI industry improved anticipation there isn’t several additional revelation coming that would create one of these things unavoidable, specified as the inquiry finding evidence that Alice immediately accessed Nvidia’s systems during Jensen was showering or something. Might additionally be bad if, say, a US Commerce Department enquiry into Megaspeed was halted following Nvidia intervened. Didn’t we fair comprehend location that Jensen had been influencing the Trump administration’s guideline on export controls?

Anyway, as of this note, Jensen isn’t preparedness to stage downward as CEO. Might as fine resolve in for the most fun we’ll have until we discover out that Musk did IVF alongside a family associate of Chinese President Xi Jinping.

Follow topics and authors from this narrative to see additional akin this in your personalized homepage nourish and to obtain email updates.

Elizabeth Lopatto

Jensen Huang disappears from an NYC conference lineup after affair admission

support@mycoding.id (Henry Chandonnet) — Mon, 09 Nov 2026 18:18:00 +0700

Your browser does not assistance the video element.

Jensen Huang's name and depiction disappeared from ElevenLabs' Wednesday gathering lineup. Screenshot/Business Insider

Jensen Huang was set to be the big-name speaker at a tech gathering on Wednesday. Then the CEO disclosed he had an affair, and Nvidia's commission opened an investigation.

Now, Huang's name and depiction have disappeared from the speaker catalog for the ElevenLabs Summit in New York. The Nvidia CEO was scheduled for a fireside conversation alongside ElevenLabs CEO Mati Staniszewski on Wednesday, anywhere the two would have a "conversation on the forthcoming of AI."

The slot earlier held for Huang now shows a "closing keynote" from Staniszewski alone.

ElevenLabs, an AI startup that specializes in sound technology, and Nvidia did not immediately react to requests for comment.

The speaker lineup on the conference's location now starts alongside CEOs from ElevenLabs and Ramp. Screenshot via ElevenLabs

In a Sunday note to staff, Huang stated that he had been "unfaithful" to his wife. He apologized to his spouse and kids, and stated that his Nvidia colleagues deserved better.

"I am completely committed to NVIDIA and volition activity to acquire rear your confidence," Huang wrote.

That identical day, Nvidia stated that its commission of board opened an investigation into whether Huang had been the mark of a "foreign intellect effort."

The inquiry followed an October study by The New York Times, which stated that Megaspeed administrator Alice Huang had developed a near association alongside Nvidia's CEO. US officials believed Huang was a Chinese intellect asset, the Times reported.

In his memo to staff, Huang stated that he intended to cooperate completely alongside the investigation.

Other speakers at ElevanLabs' Wednesday gathering contain multiple of the AI company's another executives, as fine as leaders from Ramp, McKinsey, and AWS.

I Played Wendy's RPG, and It's Actually Worth It for the Free Food

support@mycoding.id (Jake Peterson) — Mon, 09 Nov 2026 18:03:37 +0700

Jake Peterson is Lifehacker’s Tech Editor, and has been covering tech news and how-tos for nearly a decade. His squad covers all things technology, including AI, smartphones, computers, equivalent consoles, and subscriptions.

November is a huge duration for video games. Nintendo dropped its remake of The Legend of Zelda: Ocarina of Time for the Switch 2 final week, and the long-awaited Grand Theft Auto VI is correct about the corner. But the equivalent we've been waiting for most of all additionally launched this month: WendyQuest, the liberated RPG from Wendy's. (No, this is not a joke.)

Despite the absurdity of a hamburger sequence making a complete video equivalent (complete alongside Wendy's-themed puns), the item is, this equivalent is beautiful solid—even if it is a promotion at the end of the day. WendyQuest's chief intent is to recommendation customers coupons they can use toward purchases in genuine life, although it's a bit of a commitment. It took me fair under an hr of gameplay before I earned my archetypal coupon, and Wendy's says it takes approximately 15 hours to beat. All that to say, this is a beautiful distinctive promotion campaign.

"WendyQuest" power be a promotion, but it's beautiful fine

Credit: Wendy's

I was amazed booting up WendyQuest on my iPhone. This doesn't necessarily awareness akin a thrown-together product. On the flip side, the manufacturing norm is fairly high. The music is firm and extremely much traditionally RPG; there are equal three preserve slots, in case you scheme to come back to this RPG again and again.

There's equal a story, albeit cheesy (no pun intended): As the equivalent explains, the "Four Great Spirits of Flavor" created Savoria, "a food-rich paradise." All was fine until Mech Corp, led by the evil Dr. MechBorg, built robots to obtain complete Savoria. The storyline is far from compelling, and the penning can be a small complete the top, but hey, I'll provision them credit: They idea through a complete narrative here.

You perform as Wendy, the "representation of true culinary excellence and sensation as dictated by the four ancient spirits of flavor." Wendy (or The Wendy, as several call her) is tasked alongside preservation the world, traveling between villages and picking up new characters alongside the way. The equivalent earth equal has "real" Wendy's locations you can visit. These act akin inns and shops in another RPGs, giving you a chance to heal during additionally purchasing equipment.

What do you think so far?

Credit: Wendy's

Like another RPGs, WendyQuest uses turn-based combat. You have to accusation up your attacks, but halt before they hit 100%, or you'll miss. (It took me a during to expert the timing.) I'm beautiful impressed alongside how challenging several of these battles can be, although you are quickly stated the choice of an amulet that gives you a huge leg-up in combat. You don't have to obtain it, but it makes fights easier if you're lone in it for the coupons. That, blended alongside the spatulas the equivalent encourages you to buy, lets you mow downward enemies. You can additionally utilize your companions here: "Frygor," for example, can either assault enemies alongside a barrage of fries, or use those fries to build a shield to defend you.

"WendyQuest" is really concerning the coupons

Credit: Wendy's

While there are lots of enemies to fight, the key baddies are the "mechs." There are five in total, and following you defeat each, you get a coupon. Spoiler alert: The archetypal mech drops the "Fry Stone," which nets you a coupon for a liberated command of average fries—though you need to buy item in tandem, as fine as use the Wendy's app. While I stopped my gaming current for this article, the another four coupons are:

Free small Classic Frosty
Free 10-piece poultry nuggets 
Free biscuit or croissant (I didn't equal cognize Wendy's sold biscuits and croissants) 
Free Dave’s Single

Again, it's untamed that WendyQuest has a 10+ hr campaign, alongside complete 1,000 lines of conversation to boot. I'm not certain this is a equivalent I'm going to see through to the end, but I'll admit, it's a fun promotion method from Wendy's. Sure, they could have run a promotion in the Wendy's app to provision group coupons, but instead, they built an complete RPG. I regard it. You can download the equivalent for iOS, Android, or Steam.

Covering tech news, how-to guides, explainers, and more.

Y/N (YC S23) Is Hiring a Growth Lead to Distribute Superhuman A.I. Storytelling

support@mycoding.id (Putri Silvia) — Mon, 09 Nov 2026 18:00:06 +0700

Y/n is creating a new form of entertainment: interactive stories. Y/n lets group perform a character in a book, eventually letting anyone meddle alongside the universes and characters they attention about.

Our goal is to build a superhuman A.I. storyteller and allocate it to billions of people. We're giving the innovation to creators, so they can rotate their most ingenious ideas into stories others can live in.

To date, group have sent complete one milliard messages on Y/n. Teenagers and twenty-somethings are going to imaginary schools, falling in affection alongside fictional people, and living out complete lives in A.I.-generated stories made for them.

Soon, billions volition perform stories too, throughout all genre, in text, in video, solitary or alongside their friends. By 2030, playing stories volition rotate into the foremost form of entertainment.

Our civilization is simple:

Story norm determines Y/n's success, so we employ group obsessed alongside making stories great.
We are commercially minded. We desire group who use their abilities to create numbers go up.
We run Y/n akin a hedge fund: a small collection of group making extremely big bets on example training and network effects. We employ group who think rigorously and own their domain.

We've raised $14M from top investors, and we're hiring for multiple roles.

If you desire to live in chase of superhuman storytelling, associate us.

TL;DR: Come up alongside fine ideas for promotion channels, test them, and own them end to end.

This can average operating our ads and imaginative pipeline: commissioning ads, learning what works, doubling down, and scaling expend throughout channels.

Or it can average operating creator partnerships. E.g., partnering alongside BookTokers, convincing YouTubers to movie reply videos, and construction out a UGC creator program.

Mainly, however, you’ll be our archetypal growth hire. The job is finding out what works.

You are astute as hell, starving to win, and accept in our values.
You get our audience: teenagers and twenty-somethings who live on the net and affection stories and fandoms.
You can peruse charts well, desire to measure everything, and slay what doesn't work.
You have fine takes, proactively.
You've owned a meaningful paid prosperity throughout Meta, TikTok, or Google.
You are comfortable alongside open-ended activity akin "figure out the fine promotion channels."

Some cognition as an first associate of a project or business is a nice-to-have. Holistic growth cognition is fine too.

We aim to create hiring simple. You'll have:

Two interviews alongside the team.
A day-long (paid) activity trial.

Location: San Francisco, California (on-site)
Compensation: $130,000–$300,000 USD annually, depending on background, skills, and experience.
Visa Sponsorship: We sponsor visas. While we can't justify achievement for all applicant or role, if you're the correct fit, we're committed to operating through the visa procedure together.
Benefits: Generous health, dental, and imagination benefits, unlimited PTO, and relocation assistance as needed.

Y/n is an app anywhere you perform a character in your story. Be a boarding academy pupil and get the boys to autumn in affection alongside you, or scheme a jailbreak alongside Sherlock Holmes.

Stories are made for you. Your texts alter the storyline and how characters awareness concerning you, so no two playthroughs are the identical (but you can rewind).

There's a Y/n narrative for all mood: romance, fanfiction, fluff, mystery, and more. Discover 10M+ stories created by the community.

Can't discover the one you want? Write and publish your own.

MC Project

CUI – Native UI components for C

Apple’s $50 Intelligence Usage Packs extend access to some AI features

Claude Fable 5.2 and Mythos 5.2

Evaluating Claude Fable 5.2 and Mythos 5.2

Coding

Cybersecurity

Science and engineering

Theoretical physics

Protein folding

Mathematics

Hardware and robotics

Research and analysis

Safety and alignment

Alignment testing

Safeguards

Data privacy and Enterprise Frontier Safeguards

Availability

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President Donald Trump

Gavin Baker, managing partner and CIO of Atreides Management

Ben Thompson, originator of Stratechery

Gary Black, managing partner of The Future Fund

Ryan Fedasiuk, elder chap at The Foundation for American Innovation

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E-means: 10x faster k-means at equal loss

An command of dimension small epochs

The k-means problem

The e-means project

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e-means improved escapes local minima

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Extensive experimental validation

Library and code

References

Show HN: MeowDisplay Is iPhone Mirroring, but in Reverse

Your Mac’s windows.Arranged your way.

Hold the edge.Every window, in reach.

Touch your Mac.The way you’d expect.

Your Mac’s files.Made for touch.

One Mac.Different views.

The entire picture.Or a small additional space.

Mirror.The identical display on both.

Extend.A second display of its own.

Your devices.Paired and managed from your Mac.

Close the lid.Keep your Mac going.

Keep an eye on your Mac.From any app.

See your Mac.Then authority it.

The soundcomes alongside you.

Watch, or obtain control.Your Mac decides.

Not fair another screen.Another way to use your Mac.

One digit places it.A second digit perfects it.

One finger.When one digit makes sense.

Draw on iPad.See it on your Mac.

A trackpad.With or without the picture.

Your shortcuts.Right anywhere your fingers are.

There whenever you need it.Out of the way whenever you don’t.

Your Mac.On Android, too.

Across the desk.Across the distance.

USB. The simplest way.

Wi-Fi. No cable.

Remote. From farther away.

Same Mac.Different place.

Wake your Mac.Pick up anywhere you remaining off.

Native fromscreen to screen.

Pair once.Know your connection.

Built in the open.

Before you connect.

Your Mac’s windows.
Arranged your way.

Hold the edge.
Every window, in reach.

Touch your Mac.
The way you’d expect.

Your Mac’s files.
Made for touch.

One Mac.
Different views.

The entire picture.
Or a small additional space.

Mirror.
The identical display on both.

Extend.
A second display of its own.

Your devices.
Paired and managed from your Mac.

Close the lid.
Keep your Mac going.

Keep an eye on your Mac.
From any app.

See your Mac.
Then authority it.

The sound
comes alongside you.

Watch, or obtain control.
Your Mac decides.

Not fair another screen.
Another way to use your Mac.

One digit places it.
A second digit perfects it.

One finger.
When one digit makes sense.

Draw on iPad.
See it on your Mac.

A trackpad.
With or without the picture.

Your shortcuts.
Right anywhere your fingers are.

There whenever you need it.
Out of the way whenever you don’t.

Your Mac.
On Android, too.

Across the desk.
Across the distance.

Same Mac.
Different place.

Wake your Mac.
Pick up anywhere you remaining off.

Native from
screen to screen.

Pair once.
Know your connection.

Take your Mac alongside you.
Everywhere.