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Steve Jobs’s last Apple event

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It should be remembered for the launch of iCloud, but instead the WWDC on June 6, 2011, will always be known as the last appearance of Steve Jobs at an Apple event. It was 15 years ago, today.

Even as early as WWDC 2006, there was concern over Steve Jobs’s health. By WWDC 2011 on June 6 that year, there was no denying that he was looking gaunt, and that he had less energy than we were used to.

But then by this time, there was also no denial that his health was poor. He’d had leaves of absence for treatment, and Apple had stopped pretending everything was fine.

While no one really believed Steve Jobs would ever leave Apple, there was nonetheless speculation over who would be his replacement. Ultimately, that would of course be Tim Cook, but that wasn’t known when Jobs stepped out onto the stage for WWDC 2011.

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It is of course ridiculous to say that no one knew that this would be his last time fronting WWDC. But even amongst the rumors of succession and the news of his health, there wasn’t really speculation that this could ever be the end.

What there was, though, was a standing ovation for Jobs at the start.

“Thank you,” he said to the crowd. “It always helps, and I appreciate it very much.”

That was it for any acknowledgement of his own situation, though, as he immediately launched into a then very familiar spiel. “We’ve got an awesome morning together this morning,” he began.

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“We’re going to talk about three things today,” he continued. “You know, if the hardware is the brain and the sinew of our products, the software in them is their soul, and today, we are going to talk about software.”

The significance of WWDC 2011

Good or bad, strong or weak, most annual WWDC events tend to blur together over time. There are exceptions such as 2011 with Jobs, 2020 with Apple Silicon, and there will be the 2026 that will see Tim Cook’s departure.

But there are some which introduce features that continue to be important to this day.

Apple iMac desktop and MacBook laptop side by side, both displaying the macOS interface with multiple open application windows and icons on blue-toned screens

Mac OS X Lion was among the last things launched by Steve Jobs – image credit: Apple.

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WWDC 2011’s launch of Mac OS X Lion wasn’t one of them. Good luck remembering what was in iOS 5. And if you got into the then-new iTunes Match in 2011, it feels as if Apple would really rather you now used Apple Music.

Yet central to WWDC 2011 and to Apple’s whole ecosystem today, there is . Today the only times you think of it are when you have to pay for extra iCloud storage, or the document you want has been uploaded from your to there to save space.

Yet central to WWDC 2011 and to Apple’s whole ecosystem today, there is iCloud. Today the only times you think of it are when you have to pay for extra iCloud storage, or the document you want has been uploaded from your Mac to save space.

In 2011, Steve Jobs had to sell us on this idea, and he had to sell it extra hard, because of Apple’s previous failures in this area.

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“It just works,” he claimed, and you could sense the audience being dubious. “Now, you might ask, ‘why should I believe them? They’re the ones that brought me MobileMe.’”

“[MobileMe] wasn’t our finest hour, let me just say that,” he continued, “but we learned a lot.”

We’ll be talking about MobileMe soon enough. That in itself is a saga.

Anyway, Steve Jobs had brought us the iMac, the iPod, and the iPhone, which all in their different ways saved Apple. He brought us the iPad, too, which didn’t exactly ignite the world, but still it became ubiquitous and no rival tablet has come close to matching it.

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But there is a good argument that iCloud should be right up there with those achievements. That’s because what is something no one has to think about today, it is an enormously important part of Apple and it was the last thing Jobs managed to pull off.

Welcome to iCloud banner with blue sky background and icons for music, documents, photos, iCloud cloud logo, mail, calendar date 6, and contacts arranged in a row

Apple launched iCloud at WWDC 2011 – image credit: Apple

It’s impossible to imagine now how you used to have to plug your iPod into your Mac to copy music across. Or that there were ways to store contacts on that device, but they again needed a physical connection.

Doubtlessly many at Apple wanted a better solution, but Jobs was one who’d already experienced the benefits of a seamless network. The networks that were run at his NeXT company meant you could turn to any Mac and carry on working as if it were your own.

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Jobs wanted that for users, and in 2008, he nearly had it. Nearly. That was when MobileMe launched, and as a measure of how crucial such a part of the Mac and iPhone is, there’s Jobs’s reaction to its launch.

Red hanging sign reading mobileme is CLOSED on a dark background, with small white and blue text below explaining users can still move accounts to iCloud and download files and photos

It took a time for Apple to move everyone over from the disastrous MobileMe to iCloud, but it eventually shuttered the old service.

As reported by Fortune magazine, coincidentally just ahead of his last WWDC, MobileMe was an immediate disaster. So much so that after its launch in 2008, Jobs held a meeting with the team behind it, and asked them what it was supposed to do.

When one brave soul described this idea of seamless integration between devices, Jobs said “so why the f*** doesn’t it do that?”

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“You’ve tarnished Apple’s reputation…” he reportedly continued. “You should hate each other for having let each other down.”

So when he announced its successor on that WWDC 2011 stage, he wasn’t kidding about its history.

On that day, he talked about how everything synced and “I don’t have to be near my Mac or PC.” He doubled down on how easy it was to use too, saying “There’s nothing new to learn, it just all works.”

As was always the case when Apple did WWDC events live, there was of course a demo. There were several demos, including Eddy Cue very briefly showing how Photos now synced.

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Some of the demos seemed a little trivial, such as photos, while others seemed obvious, such as email being pushed to all devices simultaneously. Today all of it seems like the way it must always have been, because it’s the way it should be.

Reality distortion field

That was what Steve Jobs had always been good at. He could make you convinced that of course Apple was the right company to make a phone, despite never having done one before.

He could sell you on Wi-Fi so much that the entire technology industry adopted it.

And here he was presenting the result of the same ideas he had been talking about when he returned to Apple.

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In all, Steve Jobs presented about a quarter of that two-hour WWDC 2011, with Phil Schiller doing the majority of the rest. Jobs may have looked ill at the start, he may have seemed less energetic, but he was no less persuasive than he always was.

He would just never be that persuasive on stage again, or at least, not at an Apple Event.

Jobs did do one more thing after WWDC 2011. The very next day, he pitched to the Cupertino council for permission to build Apple Park.

He would never see the work on the building even started.

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Canada joins EU in push for tech sovereignty with new AI strategy

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A new national AI strategy puts sovereignty front and centre as Canada moves to reduce its dependence on foreign cloud and AI providers.

On Wednesday, the European Commission launched its Technological Sovereignty Package, introducing new legislation to loosen the grip of US Big Tech on European cloud and AI infrastructure. Now Canada has followed suit with its own ‘AI for All’ strategy, built around six pillars and with the explicit goal of ensuring Canadians can “adopt, build and govern AI on their own terms”.

“We will strengthen Canadian sovereignty at a time when it is being deeply challenged,” the strategy states, in a clear reference to tense relations with its neighbours under the Trump administration.

“Too much Canadian innovation is captured and scaled elsewhere,” the strategy reads. “In an era where prosperity, resilience and sovereignty increasingly depend on the ability to build and govern AI on national terms, these are vulnerabilities Canada cannot leave unaddressed.”

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The strategy, published yesterday (4 June), points to some of those “vulnerabilities” that Canada needs to address. Sovereign compute capacity is described as “nascent”, with Canadian organisations remaining heavily reliant on foreign providers for the infrastructure underpinning economic, scientific and public-sector activity.

GPU chip fabrication sits “almost entirely offshore”, and only 12pc of Canadian businesses currently use AI – well behind Nordic counterparts, the strategy claims, where adoption runs between 29 and 42pc. The strategy’s six pillars cover:

  • safety and democracy protections
  • AI skills and literacy for all Canadians
  • accelerated adoption across the economy
  • building sovereign compute infrastructure
  • scaling Canadian AI champions
  • forging trusted international alliances

On infrastructure, the Canadian government is committing to building a world-leading supercomputer by 2031 and growing sovereign cloud capacity to reduce dependence on foreign providers, echoing the EU’s CADA (Cloud and AI Development Act) proposals published on Wednesday.

Canada aims to increase business AI adoption from 12pc today to 60pc by 2034, create up to 250,000 new jobs through AI adoption by 2031, and create nearly $200bn in GDP gains from labour productivity improvements.

Priority sectors for investment will be: health and life sciences; energy and natural resources; transportation; agriculture; and manufacturing and robotics.

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The strategy flags that Canada has already signed 20 new economic and defence international partnerships in the past year, 11 of which advance AI cooperation. The Canadian government said it will build a strategic multilateral alliance to move “from reliance to resilience” in key AI and technology capabilities.

For children and its citizens in general, the Canadian strategy commits to modernising privacy legislation, introducing online safety laws and providing free AI literacy training to 1m entry-level, post-secondary students.

Canada’s strategy and the EU’s sovereignty package this week are clear signs that the race to reduce dependence on a small number of US technology giants is now a mainstream policy priority on both sides of the Atlantic.

Don’t miss out on the knowledge you need to succeed. Sign up for the Daily Brief, Silicon Republic’s digest of need-to-know sci-tech news.

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OpenAI unveils Lockdown Mode to protect sensitive data from prompt injection attacks

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OpenAI announced a new feature that it says will provide additional protection from prompt injection attacks, where malicious chatbot instructions are hidden in webpages and other content sources.

Among other things, Lockdown Mode will disable live web browsing (so you can only access cached content), the retrieval and display of images from the web (you can still generate images), deep research, and agent mode.

The company says that even with Lockdown Mode turned on, ChatGPT could still be vulnerable to prompt injections — which could, for example, “appear in cached web content or in an uploaded file, and could still affect the behavior or accuracy of a response.”

But the goal is to reduce the likelihood that sensitive data gets shared in the process.

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“Lockdown Mode is not intended for everyone,” OpenAI says. “It is designed for people and organizations that handle sensitive data and want stricter protection from data exfiltration risks related to prompt injection.”

The company says it’s currently rolling Lockdown Mode out to self-serve ChatGPT Business accounts, as well as eligible personal accounts.

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4 Dangerous Mistakes People Make When Using Their Lawn Mowers

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Nearly two centuries have passed since a mechanical grass cutting device was first patented, and here’s what the first lawn mower looked like. The lawn care market in the U.S. hit 57.77 billion in 2024 with estimates showing a sizable increase into the next decade. Meaning, the familiar hum of small engines across American suburbs every weekend will continue to rise.

While homeowners across the country take pride in their well-manicured lawns, it’s important to remember to exercise caution around these machines. Unfortunately, one misstep around a lawn mower could land you or someone else in the hospital. In fact, per a Lawn Starter study from 2024, 90 people die annually in riding mower related incidents, far outpacing fatalities from bears, sharks and snake bites combined. 

Some hazards include using the wrong type of mower for your property, being careless around the spinning blades, failing to collect loose items from your lawn prior to mowing, and blowing clippings onto the road. While some of these blunders seem obvious, there may be some you haven’t considered.

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It’s important to get the correct mower for your property’s terrain

If you’re not familiar with landscaping equipment such as the difference between a zero turn vs. riding mower, you might conclude one option is just as good as the next. Unfortunately, the wrong type of machine could put you in danger, depending on the topography of your yard.

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For instance, a zero-turn mower doesn’t perform as well on slopes. The maximum uphill angle you should navigate on a zero turn is 10 – 15 degrees. Anything greater and the front wheels can pop up, you can begin losing traction and sliding, or even tip over. Residential zero-turns can easily weigh well over 600 pounds, making a rollover accident potentially deadly.

If your lawn is hilly, you’d be much better off opting for a lawn tractor. These units can be more stable on inclines as the engine sits directly over the front wheels and the deck is mounted in the middle under the seat. A lawn tractor can typically handle slopes up to 20 degrees, making it a much safer choice for some. Although, you should always maintain a mowing path that takes you straight up and down a slope. Both zero-turns and lawn tractors alike can tip if navigating a hill at an angle.

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Lawn mower blades spin at high RPM and can cause devastating injuries

Blades are the most obvious hazard posed by a lawn mower. These hunks of metal rotate up to 3,600 RPM underneath the deck and can certainly lead to serious injury if an operator or bystander get too close. Putting things into perspective, according to the American Academy of Orthopaedic Surgeons, the force imparted from a spinning mower blade can be compared to a .357 Magnum pistol firing a round into your hand, to say nothing about its ability to sever fingers or toes.

Often this happens due to careless actions. There are modern safety features which automatically turn off the machine when lifting off the operator seat of a zero-turn mower or lawn tractor. Push-behind mowers usually have a similar kill switch when you let go of the handle. That’s being said, these kill switches aren’t foolproof. It’s vital to always turn off the blades before getting anywhere near the ground around the cutting deck of your mower.

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Walk through your yard looking for obstacles prior to mowing

One of the ways to mitigate risk while mowing, is to briefly walk around your property looking for anything that might interfere with the mower’s job. This can include toys, fallen branches, rocks or any other debris that might get in the way. This serves multiple safety-related purposes.

First, things like rocks can damage your mower blades, creating chips, bends and curls. While a dull blade isn’t good for your grass, the consequences go deeper. Following contact, a blade can become weaker structurally, leading to parts of it potentially flying off at the time of impact or after. Metal shards becoming projectiles are clearly a hazard to both the operator and those in the immediate area. Even if a piece lands harmlessly on the ground, you’re still dealing with metal pieces strewn about your yard. Also, a bent or broken blade can easily be off balance which increases stress throughout the machine. 

Even if the blade doesn’t suffer damage as a result of hitting debris, the debris itself becoming a projectile is still a significant concern. According to Mississippi State University, a mower can propel loose items in your grass at speeds as high as 200 mph. Most mowers are equipped with a cover over the discharge to help prevent projectiles from traveling farther. Regardless, it’s recommended to keep other people away from the immediate area while the mower is in operation.

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Be careful not to discharge grass clippings onto your street

It might seem harmless, but if you’re not bagging your grass, you should never coat your neighborhood road in clippings. Loose pieces of grass create a traction nightmare for two-wheeled vehicles like motorcycles or bicycles, especially on a corner. It’s even more dire if the clipping’s become wet, as it can be equivalent to an ice patch. It’s not only a perilous situation for motor bikes, but it’s also illegal in some areas of the country. For example, in the state of Virginia it’s considered a Class 1 misdemeanor.

Fortunately, there are some easy solutions to this issue, even if your lawn grows directly adjacent to the road. You can equip your mower with a bag to collect the clippings or install a mulch kit. Often, a mulch setup blocks the side chute, keeping the clippings under the deck to be cut multiple times and reduced in size. Regular deck cleaning is essential, otherwise wet build-up can cause a frustrating situation for your lawn mower.

Even without a bag or mulch kit, you can mow in a pattern that points the chute away from the road. This distributes the clippings back onto your lawn instead, making it safer for everyone.

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Microsoft just killed one of the coolest features of its Edge browser to favor more AI

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No no no, we are not sad. *slumps in the corner crying*

Microsoft is officially shutting down Collections, one of the more unique productivity features inside the Edge browser, and many users believe the move reflects the company’s growing obsession with AI-first experiences.

According to Microsoft’s support documentation, Collections in Edge is being discontinued beginning June 2026. The feature allowed users to save groups of webpages, images, notes, shopping links, and research material into organized visual boards directly inside the browser. For students, researchers, online shoppers, and multitaskers, Collections became one of Edge’s most practical hidden tools – and one of the few browser features that genuinely stood apart from Chrome and Safari.

Collections first launched as a productivity-focused tool that blended bookmarking, note-taking, and visual organization into a single interface. Unlike traditional bookmarks, users could drag webpages, screenshots, text snippets, and images into categorized boards that synced across devices. It became especially popular for planning trips, organizing research projects, comparing products, and saving inspiration from across the web.

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Now, Microsoft appears ready to move on.

Edge is increasingly becoming an AI-first browser

The removal of Collections arrives as Microsoft aggressively transforms Edge into a platform centered around Copilot and generative AI features. Over the past two years, the company has integrated AI-powered assistants into nearly every part of Edge, from sidebar chat tools and webpage summarization to writing assistance and contextual search.

Critics argue that Collections represented a genuinely useful feature focused on human productivity rather than AI automation. Unlike some newer AI additions that users may ignore entirely, Collections solved a simple but common problem: organizing information gathered across the web without relying on third-party apps like Notion, Pinterest, or Pocket.

We at Digital Trends previously described the feature as one of the browser’s best hidden tools, particularly because it offered a more visual and intuitive alternative to cluttered bookmark folders. Users could quickly collect shopping comparisons, project research, recipes, or reading material into organized workspaces without leaving the browser.

Microsoft has not directly stated that AI features are replacing Collections, but the timing has fueled criticism that practical browser tools are increasingly being sacrificed to make room for AI-centric experiences and interface redesigns.

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The broader concern extends beyond Edge itself. Across the tech industry, companies are rapidly reshaping products around generative AI, sometimes at the expense of smaller features users genuinely rely on every day.

Edge users may lose one of the browser’s most practical tools

For longtime Edge users, the shutdown represents the loss of one of the browser’s clearest identity features. While Chrome dominates browser market share, Edge often differentiates itself through smaller quality-of-life tools like vertical tabs, sleeping tabs, and Collections.

The removal could particularly frustrate users who built workflows around the feature for productivity, shopping research, or creative organization. Microsoft has not yet introduced a direct replacement that replicates the same visual organizational experience.

At the same time, the decision signals how seriously Microsoft is prioritizing AI integration across Windows and Edge. The company increasingly sees Copilot as the centerpiece of its software ecosystem, and browser development now appears heavily focused on AI-assisted experiences rather than traditional productivity utilities.

For some users, that future may sound exciting. For others, it may feel like another example of useful software features quietly disappearing in favor of AI tools they never asked for.

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An AI agent found 21 zero-days in FFmpeg for $1,000. Chrome just patched a record 429 bugs.

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TL;DR

Depthfirst’s AI agent found 21 FFmpeg zero-days for $1,000. Chrome 149 patched a record 429 bugs. AI is flooding defenders with more bugs than they can handle.

A security startup’s autonomous AI agent found 21 previously unknown vulnerabilities in FFmpeg, the open-source media library embedded in almost everything that touches video. The startup, depthfirst, says the run cost roughly $1,000 in compute. Some of the bugs had been hiding in the codebase for more than 20 years.

Days later, Google shipped Chrome 149 with patches for 429 security bugs, the most ever in a single browser release. Over 100 are critical or high severity. The two events arrived independently, but they point in the same direction: AI is finding vulnerabilities faster than humans can fix them.

Depthfirst’s agent scanned FFmpeg’s roughly 1.5 million lines of C and produced a reproducible proof-of-concept for each of the 21 zero-days. Most are heap or stack overflows in parsers and demuxers, spanning components from the TS demuxer to the VP9 decoder. One stack overflow in the service-description-table code dates to 2003.

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Nine already carry CVE identifiers (CVE-2026-39210 through CVE-2026-39218). The rest have been fixed upstream but not yet numbered. Depthfirst has published proof-of-concept code.

FFmpeg is not new to AI-driven bug hunting. Google’s Big Sleep agent reported a run of FFmpeg bugs last year. Anthropic’s Mythos model pulled a 16-year-old H.264 flaw and others out of FFmpeg for about $10,000. Depthfirst claims to have done comparable work at a tenth of the cost.

Chrome 149’s record haul is a different story. Google has not attributed the 429 vulnerabilities to AI. But the company overhauled its bug bounty programme in April after a flood of AI-generated submissions, now asking researchers for concise reproducers instead of the long writeups AI tends to produce.

The worst bug, CVE-2026-10881, scores 9.6 on the CVSS scale. It is an out-of-bounds read and write in the ANGLE graphics engine that lets a crafted page escape Chrome’s sandbox and run code on the host. Google paid $97,000 for the report. Of the 22 critical bugs, 19 were found internally.

The pattern keeps repeating. An autonomous tool recently found an authenticated remote code execution flaw in Redis that had gone unnoticed for over two years. A February study showed an AI agent could reproduce working exploits for more than half of 100 real Linux kernel bugs, beating traditional fuzzing.

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The hard problem is shifting. Finding these bugs has become cheap. Triaging the reports, shipping the fixes, and getting them installed has not. Much of that work still falls on volunteers and a thin layer of human triagers now expected to keep pace with machines. Mozilla patched 271 Firefox vulnerabilities found by Mythos in a single pass. The question is no longer whether AI can find the bugs. It is whether anyone can fix them fast enough.

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Failing CS Grades Soar At UC Berkeley As Professors See Greater AI Usage

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The University of California at Berkeley discovered the percentage of failing grades in multiple CS classes this spring “is significantly higher than past semesters,” reports the campus’s student newspaper.

“Instructors point to students’ increased reliance on AI, lack of mathematical preparedness and understaffing as potential contributing factors.”


According to [coursework platform] Berkeleytime, 35.3% of CS 10 students and 10.6% of CS 61A students received F’s in spring 2026. In spring 2025 and spring 2024, the percentage of F’s did not exceed 10% for either class. The electrical engineering and computer sciences department’s grading guidelines state that 7% of students in lower division courses, including CS 10 and CS 61A, should receive D’s and F’s…

[UC Berkeley teaching professor Dan Garcia, who taught both classes] believes the “primary driver” of these abnormally high failing rates is due to a “vast increase in academic dishonesty” due to students’ usage of large language models, such as Claude, ChatGPT and Google Gemini. “Some of the numbers that you saw from the number of students who receive failing grades were because we caught them (cheating) and prosecuted them and are sending their cases to the Center for Student Conduct,” Garcia said. “But in other cases, it’s students who are leaning a little too hard on LLMs to do their work for them, and then at exam time just really aren’t ready.” According to Garcia, nearly 30 students in CS 10 were “caught cheating on take-home exams” in spring 2026…

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In addition to overreliance on AI, Garcia also pointed out that many students are underprepared mathematically, a concern echoed by campus associate teaching professor Gireeja Ranade. Ranade noticed a similar lack of prerequisite mathematical skills in her spring 2026 EECS 127 class, “Optimization Models in Engineering,” which she described as “differently challenging” to teach this semester. The class saw a 16.8% F rate, far higher than the 5% of D’s and F’s that the EECS department describes as “typical” for an upper division course…

Both Garcia and Ranade have joined more than 1,300 UC faculty in signing a petition calling for the reinstatement of ACT and SAT standardized testing scores for STEM admissions in the UC system.

Thanks to long-time Slashdot reader theodp for sharing the article.

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How to watch WWDC 2026 live on Apple TV, YouTube, Safari & web browsers

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Apple will stream WWDC 2026 through the Apple TV app, its websites, and YouTube, giving viewers several ways to watch the company’s biggest software event of the year. Besides reading here on AppleInsider, here’s how to stay tuned in.

WWDC26 logo with glowing metallic text beside a stylized Apple leaf on a dark background, above a flowing blue and orange light wave curveWWDC 2026

WWDC is Apple’s annual developer conference, where the company previews updates for the iPhone, iPad, Mac, Apple Watch, Apple TV, and Vision Pro. Developers are the primary audience, but the keynote also gives consumers an early look at many of the features Apple plans to release later in the year.
Both presentations are free to watch through Apple’s streaming platforms. Apple also offers calendar links on its WWDC and Apple Events pages so viewers can add the sessions to their schedules before they begin.
Apple kicks off WWDC 2026 with its keynote on Monday, June 8, at 1 p.m. Eastern. The presentation is expected to introduce the next major versions of Apple’s operating systems, along with new platform features and developer technologies.
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Majority Audio’s Link series offers streaming audio for less

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Majority Audio is trying to make modern streaming audio more accessible with its new Link Series, which was previewed at High End in Vienna.

This is a range of compact devices that bring services like Spotify Connect and AirPlay 2 to older hi-fi setups. Pricing starts from just £59.

At the entry point is the Link Mini, a small streamer designed to plug into existing speakers, radios, or hi-fi systems., instantly adding wireless streaming.

The Link Mini supports AirPlay 2, Spotify Connect and TIDAL Connect, along with Wi-Fi 6, Bluetooth LE and Auracast compatibility. Additionally, it comes with both analogue and optical outputs, making it is a straightforward upgrade for legacy hi-fi kit.

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The step up from the Mini is the Link View, which has a more visual approach. It introduces a 2.1-inch circular touchscreen paired with a rotary control dial, allowing users to browse playback, view album artwork and switch sources directly on the device.

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Above the Link View is the Link Pro, which pushes further into all-in-one territory. Alongside streaming support, it adds DAB/DAB+ radio, internet radio and HDMI ARC. This gives it more flexibility for both music and TV audio setups. A larger 4-inch colour display helps manage playback and navigation. So, it makes the device feel closer to a compact hub than a basic streamer.

Majority Link Amp ProMajority Link Amp Pro
Image Credit (Trusted Reviews)

At the top of the range is the Link Pro Amp, a £299.95 streaming amplifier designed to drive passive speakers directly. It delivers up to 300W of output via a Texas Instruments Class-D amplifier, combining streaming, amplification and radio features in a single unit.

In addition, connectivity is extensive. It includes HDMI ARC, optical input, USB playback, Ethernet, analogue input and a dedicated subwoofer output.

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Overall, the Link Series feels aimed at users who want to modernise their audio setup without moving into high-end pricing. Instead of pushing a full system replacement, Majority is focusing on incremental upgrades to existing kit

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Self-replicating Miasma worm hits 73 Microsoft GitHub repositories in supply chain attack

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The Miasma worm hit 73 Microsoft GitHub repos across Azure and Microsoft orgs. It plants payloads that trigger in AI coding tools like Claude Code and Cursor.

The self-replicating Miasma worm has reached Microsoft‘s own GitHub repositories. GitHub disabled 73 repositories across four Microsoft organisations, including Azure, Azure-Samples, Microsoft, and MicrosoftDocs, after the worm planted malicious code that harvests developer credentials. It is the most significant escalation yet in an ongoing supply chain attack campaign that has been spreading across the open-source ecosystem for weeks.

The attack exploited previously compromised credentials. Last month, the threat group TeamPCP infected the “durabletask” PyPI package hosted in Microsoft’s Azure organisation to deliver an information stealer. Security researcher Paul McCarty pointed out that the same repository is at the centre of this month’s takedown.

When the repo at the root of last month’s compromise is the hub of this month’s takedown, that is not a coincidence, that is the same wound reopening,” McCarty said. “Whoever held those credentials in May plausibly never fully lost them.

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What makes this campaign particularly dangerous is how the payload detonates. The attacker planted a 4.3 MB payload runner wired to execute automatically through five developer tools: Claude Code, Gemini CLI, Cursor, VS Code, and the npm test script. A developer only needs to clone an affected repo and open it in an AI coding agent for the malware to run.

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Once triggered, the Bun-based worm harvests credentials for AWS, Azure, GCP, Kubernetes, npm, and GitHub. It then uses those stolen tokens to commit itself into any repository the victim can write to, spreading autonomously across the ecosystem.

Among the disabled repositories are critical Azure infrastructure projects: azure-search-openai-demo, durabletask and its .NET, Go, JS, and MSSQL implementations, functions-container-action, llm-fine-tuning, and windows-driver-docs. OpenSourceMalware reported that GitHub contained the attack within 105 seconds, but the scope of affected downstream users remains unclear.

Miasma is a variant of the Mini Shai-Hulud worm that TeamPCP publicly released in mid-May 2026. The original Shai-Hulud appeared in September 2025 as the first self-replicating malware observed in the npm ecosystem. It has since mutated across npm and PyPI, previously compromising 32 Red Hat packages and hitting TanStack, Mistral AI, and UiPath packages.

The worm has also begun skipping the npm registry entirely. SafeDep found it pushing malicious code directly to source repositories, including “icflorescu/mantine-datatable” and four related projects. As of writing, more than 80 public repositories on GitHub carry the Miasma campaign’s naming pattern.

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The fundamental problem is not a vulnerability in npm or GitHub. “It exploits the trust model those platforms are built on,” security firm FalconFeeds.io said in its analysis. “The assumption that if a package is signed with a valid key and published by an authenticated maintainer, it is safe.” The worm compromises the key and the maintainer, then acts exactly like a legitimate publisher. From the registry’s perspective, every malicious publish event looks like a routine update.

The targeting of AI coding agents is a notable evolution. Developers increasingly rely on tools like Claude Code and Cursor to work with unfamiliar repositories. A worm that activates when an AI agent opens a project exploits a new behaviour pattern that did not exist a year ago. It is supply chain malware designed for the age of AI-assisted development.

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Agentic AI hype races ahead as enterprises remain stuck in pilot mode

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AI and ML

Most orgs remain trapped between flashy demos and real-world deployment, despite 75% saying adoption is racing ahead

Three-quarters of enterprise leaders say they’re adopting agentic AI, but only a small minority have managed to move beyond pilots and into meaningful production deployments, according to Forrester. 

That won’t stop vendors from slapping “agentic” onto every product brochure they can find, but the analyst’s assessment is that most organizations remain stuck somewhere between experimentation and actual business value.

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Agentic AI has reached an important milestone in 2026, says Forrester: “long-horizon agents are no longer off on the horizon.” 

In plain English, the bots are no longer clocking on for a five-minute task and calling it a day. Vendors have demonstrated agents capable of operating for days, weeks, or even months, with examples ranging from software development to research workflows.

The trouble starts when those demos collide with the realities of enterprise.

Forrester says companies are expanding their agentic ambitions while largely failing to scale them. Governance remains immature, platform strategies remain fuzzy, and many organizations are struggling to demonstrate a return on investment substantial enough to justify broader deployment.

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Forrester’s argument is that companies aren’t struggling because they have too many AI agents, but rather they’re struggling because managing them gets messy fast. What works as a handful of experimental projects can become much harder to control once agents start operating across multiple systems and teams.

Many organizations are building agents in isolation, the report says, without a clear way to track them, manage them, or coordinate how they work together. That may be fine for a pilot, but it becomes more of a problem when dozens of agents are making decisions, calling tools, and passing information around an enterprise environment. 

The report warns that, as projects grow, companies often end up with overlapping systems, duplicated work, and agents behaving in ways that become increasingly difficult to predict.

Forrester is equally skeptical that governance policies alone will solve the problem. The firm notes that more than half of enterprises still experience what it calls “agentic sprawl” despite adopting governance frameworks and formal policies.

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Its conclusion is that writing rules down is one thing; enforcing them is another. Companies are increasingly finding that autonomous systems need automated guardrails that can track what agents are doing and restrict what they’re allowed to do in real time.

For now, the industry’s biggest challenge may not be building AI agents. It’s finding useful work for them that survives contact with the enterprise. Or, as Forrester puts it:

“Until companies tie agent autonomy to measurable changes in how work gets done, agentic AI will remain stuck in proof-of-concept purgatory.” ®

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