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What to expect at WWDC 2026

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WWDC is just around the corner. Here’s what to expect from Apple about the future of iOS 27, macOS 27, AI, and Siri.

Apple’s annual Worldwide Developer Conference will be held from June 8 to June 12. As it’s big developer event, it is also the main place to discover the big changes that will be arriving in its operating system updates due this fall.

Just after the keynote announcing the news, Apple will release its first developer beta builds of iOS 27, iPadOS 27, macOS 27, watchOS 27, tvOS 27, and visionOS 27. These will be a second beta-testing track alongside the current-gen 26 versions, though those will be more for performance and bug fixing rather than introducting new features.

In the months leading up to the event, many rumors have circulated about what Apple will announce to the world. In an industry that is now ever so focused on AI, and with a massively delayed Siri revamp on the books, WWDC has become a very important presentation for Apple.

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This is what you can expect Apple to talk about during the keynote and across the week.

iOS 27, iPadOS 27

The main points of interest will be in iOS 17 and its stablemate, iPadOS 27. Continuing the name convention established one year ago, the operating systems won’t have as much of an overhaul as they did in WWDC 2025, but there will be changes.

Early rumors in November 2025 likened iOS 27 to the macOS Snow Leopard release, in that it was more about stability and bug fixes than features. Likewise, expect there to be improvements to how the operating system functions on a fundamental level.

That also includes potential updates to battery life.

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As for visible changes, there are expected refinements to Liquid Glass, Apple’s current choice of aesthetic. There have been claims of a system-wide slider to change the intensity of the glass effect, similar to the lock screen clock slider.

The home screen will get a new customization tool, namely the ability to revert edits made to the layout or other elements. This will make it easier for users to try out a change before changing their mind.

For other apps, you can expect an update to the Camera app to add a more accessible Visual Intelligence button, possibly referred to as “Siri Mode.” The Photos app will also get more Apple Intelligence features, including the ability to extend, enhance, and reframe shots.

Close-up of a smartphone screen in a photo editing app, showing adjustment tools and sliders, with a finger pointing at the bottom controls and blurred hand in background

The Photos app in iOS 27 is expected to get more AI features

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Safari will gain some changes, with the chief one being automated tab grouping.

The Wallet will let users create their own digital passes from real-life tickets and cards that don’t have digital equivalents. You may also be able to split the bill and send requests for payment to your contacts after photographing a receipt.

There have been some regulatory-related rumblings too, with the EU’s Digital Markets Act potentially forcing a change. Apple is believed to be allowing users to use alternatives to AirPlay, such as Google Cast, to meet the Act’s rules.

The main show, however, will be Siri’s revamp, which will arrive two years late. It’s also expected to arrive in beta.

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This will also arrive with an upgraded appearance, if a leak is right. Apparently Siri will take up space at the top of the iPhone screen, growing the Dynamic Island to show a prompt for text entry.

You may also end up interacting with Siri in a new way. Influenced by other AI services, there have been rumblings about a Siri Chatbot app instead of the existing system, which would allow for you to have conversational threads with the assistant.

The changes will include Apple’s previously-promised context awareness, as well as other smarts brought in thanks to Apple’s use of Google Gemini as a base. The ability to understand multiple commands in a single sentence will also be there.

There’s also been hints at health-related features, under the title of Apple Health Plus.

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However, while Siri will be the main AI in use, with ChatGPT’s integration continuing to exist, there should be more options for users. Reports have hinted that more third-party AI support is also on the way.

Ahead of WWDC, a subdomain for “GenAI” was discovered, which may play into proceedings.

iOS 27 and iPadOS 27 will include some more accessibility features, including to VoiceOver and Magnifier, natural language Voice Control, more subtitles for video, and other changes. These have been confirmed by Apple in a Global Accessibility Awareness Day reveal on May 19.

We may also get a hint at some features destined for the iPhone Fold too, since iOS 27 would have to support the model. So far, that seems to consist of a Split View-style feature, taking advantage of the large screen with an iPadOS-like addition.

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macOS 27

While we know that it will be macOS 27, we don’t know the name of the operating system itself. It’s probably going to be some form of California nature spot, be it a mountain range or a lake, unless Apple shakes up its naming convention again.

As for what to expect from Apple for it, a lot of the elements will be in line with iOS and iPadOS.

Mac Finder app icon, a rounded white and blue square with a smiling two-tone face, centered on a soft gradient background of pink, orange, and blue diagonal streaks

Liquid Glass will still be present in macOS 27

There will be a tune-up of Liquid Glass to make it more readable. Changes to apps like Safari and Photos will be similar in nature, as will be the Siri upgrades and other Apple Intelligence changes.

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However, there are two changes affecting older Macs. Since macOS 26 Tahoe is the last version to actively support Intel Macs, you won’t be able to update to macOS 27 on non-Apple Silicon hardware.

For developers, there’s another thing to consider. Apps that were made for Intel Macs will continue to run in macOS 27, as it will continue to have Rosetta 2 support.

It does mean that macOS 28 will not support those apps, and developers will have to update them to work on Apple Silicon if they are to continue running on future Mac models.

One thing we may already know about is the name. Thanks to a possible social media snafu, it seems that it could be known as “Big Bear.”

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watchOS 27

There will be a new watchOS release this fall, with watchOS 27 due to be shown off at WWDC. However, there are few rumors about what it will include.

So far, we are aware of the Modular watch face from the Apple Watch Ultra being simplified for the non-Ultra models. That includes removing some of the complications to make it fit the lower-resolution and smaller screen.

Improvements to heart rate tracking have also been declared in rumors, but as part of an overall improvement package rather than one with many new features.

Other updates could also happen, such as power usage, but other than that, there’s little to really go on at this time.

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visionOS 27, tvOS 27

When it comes to tvOS 27 and visionOS 27, we are certain that there will be improvements made to both. However, again, there are no real rumors to hint at what will happen.

The probable minimums to expect are interface updates, matching the Liquid Glass refinements in the other operating systems in the generation. Apple Intelligence improvements and the new Siri will also impact them too.

Optimizations, maintenance, and bug fixes are also prime topics for both operating systems, too.

However, as part of the Global Accessibility Awareness Day announcements, Apple did say that there will be a new Wheelchair Control coming to visionOS. It uses the eye-tracking functionality to control a powered wheelchair.

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Don’t count on Mac mini or Mac Studio.

WWDC is chiefly a developer and software-centric event. That said, Apple has often used it to launch new hardware initiatives.

Don’t count on it for 2026, though.

The current state of the hardware industry is one of panic, due to the ongoing memory and chip crisis raising prices of components. It’s so bad that comments from CEO Tim Cook indicated that there won’t be any new Macs or iPads introduced before September.

Apple could always mention future hardware it plans to introduce, but that would only be if it knows it can pull it off. A challenging manufacturing environment means it will be careful about making such claims in the first place.

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It could always announce something like a new Apple TV model or a HomePod refresh, or even its rumored Home Hub tablet.

But, as it stands, they are very doubtful additions to make in a keynote that’s chiefly about software.

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IBM is Getting Ready to Scale Quantum Computing

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IBM spent a decade “building, testing and improving” quantum computing, reports the Wall Street Journal.

“This year, the company is laying the groundwork to turn that technology into a fully-fledged, scalable business from an expensive science project.”

IBM said last month it plans to form a new independent subsidiary called Anderon, a foundry to produce the silicon wafers needed to make quantum-computing processors. The venture is seeded by a $1 billion investment from the Trump administration and another $1 billion of IBM’s own cash.
Anderon will give the company a new line of business in selling wafers to other quantum-computing companies. It will also provide a steady stream of wafers to continue developing its own quantum technology, positioning IBM to capture part of what the Boston Consulting Group projects will be a $90 billion to $170 billion market for quantum-computing providers by 2040…

The company also plans to spend an additional $9 billion over five years to advance the final stages of its quest to build a quantum-mechanics-powered computer capable and reliable enough for widespread use, a goal known as fault tolerance. That computer, named Starling, is being targeted for 2029. With Anderon, IBM is thinking beyond Starling, or even a more powerful quantum computer planned for 2033.

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Today’s NYT Connections: Sports Edition Hints, Answers for June 28 #643

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Looking for the most recent regular Connections answers? Click here for today’s Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles.


The World Cup is swinging into the knockout round, and today’s Connections: Sports Edition includes a World Cup category. If you’re struggling with the puzzle but still want to solve it, read on for hints and the answers.

Connections: Sports Edition is published by The Athletic, the subscription-based sports journalism site owned by The Times. It doesn’t appear in the NYT Games app, but it does in The Athletic’s own app. Or you can play it for free online.

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Read more: NYT Connections: Sports Edition Puzzle Comes Out of Beta

Hints for today’s Connections: Sports Edition groups

Here are four hints for the groupings in today’s Connections: Sports Edition puzzle, ranked from the easiest yellow group to the tough (and sometimes bizarre) purple group.

Yellow group hint: Very cool!

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Green group hint: Hoops data.

Blue group hint: Allez les Bleus!

Purple group hint: Where the dunking happens.

Answers for today’s Connections: Sports Edition groups

Yellow group: Style.

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Green group: Basketball stats, abbreviated.

Blue group: Members of France’s World Cup squad.

Purple group: NBA arenas.

Read more: Wordle Cheat Sheet: Here Are the Most Popular Letters Used in English Words

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What are today’s Connections: Sports Edition answers?

completed NYT Connections: Sports Edition puzzle for June 28, 2026

The completed NYT Connections: Sports Edition puzzle for June 28, 2026.

NYT/Screenshot by CNET

The yellow words in today’s Connections

The theme is style. The four answers are flair, panache, pizzazz and swagger.

The green words in today’s Connections

The theme is basketball stats, abbreviated. The four answers are FG, FT, PF and TO.

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The blue words in today’s Connections

The theme is members of France’s World Cup squad. The four answers are Barcola, Gusto, Mbappé and Olise.

The purple words in today’s Connections

The theme is  NBA arenas. The four answers are Barclays, Kia, Moda and TD.

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This budget iPad alternative has a 144Hz display and a healthy Prime Day discount

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If you want a capable tablet, but an iPad isn’t for you (or your wallet) take a look at this,

The Xiaomi Pad 8 Pro is available for £324, down from £381.65 with £57.65 off for Prime Day.

Deal XIAOMI Pad 8 ProDeal XIAOMI Pad 8 Pro

The Xiaomi Pad 11.2‑inch has a genuinely strong saving right now, but with Prime Day ending today, it’s your last chance to snap it up

The Xiaomi Pad 11.2‑inch is sitting at a great price, though with Prime Day ending today, you’ll need to move quickly.

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The Snapdragon 8 Elite chip underneath is the same silicon powering flagship smartphones in 2025, and on a tablet, it translates into multitasking, gaming, and document work that never asks you to wait for the hardware to catch up.

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That performance lands on a 3.2K display running at up to 144Hz with Dolby Vision support, 12-bit colour depth, and 345 PPI, so whether you’re editing a presentation or watching something on a long journey, the screen is doing full justice to whatever’s on it.

The 11.2-inch size sits in a body just 5.75mm thick and weighing 485 grams, which means the Xiaomi Pad 8 Pro fits into a bag without thinking about it and stays comfortable through sessions that would make a heavier tablet feel like work.

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Battery life is rated at up to 18 hours of continuous video streaming from the 9200mAh cell, and 67W HyperCharge brings it back quickly when you do run it down, so the charging cable rarely needs to be a fixture on your desk.

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The quad speaker setup with Dolby Atmos support means audio holds up without headphones, which matters more on an 11-inch screen than it ever does on a phone, and HyperOS 3 ties the software experience together with system-wide AI features across apps.

Not sure whether a tablet or a phone upgrade makes more sense right now? Our best smartphones 2026 guide and best Android phones 2026 roundup lay out the strongest options across both, so you can make the call with the full picture in front of you.

The Xiaomi Pad 8 Pro is a top 11-inch contender for those who would like a Samsung Galaxy Tab S11 or iPad Pro, but can’t stomach their price tags. It costs less, while providing similar real-world results. Its screen isn’t class-leading, with lesser contrast than the best, but it only stands out because the bar is so very high in 2026.

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  • Powerful processor

  • (Optional) Neat hinged keyboard case

  • Long battery life

  • Stylus and keyboard are pricey

  • Non-OLED screen with just OK colour depth

  • Heat regulation can cause app closures

SQUIRREL_PLAYLIST_10148964

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A Standalone YouTube Streaming Rig

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YouTube streaming typically involves a camera with an HDMI output, a USB3 HDMI digitiser, and a suitably beefy PC to run it all. It’s quite a process, and for [Coreymillia], more complex than it needs to be. He’s come up with something simpler, a dedicated self-contained streaming rig using a Raspberry Pi 4.

As you might expect it uses the Raspberry Pi HQ camera at the optical end, but it’s the software surrounding it that transforms it from a mere camera into a streaming rig. There’s a web based user interface, but perhaps more interesting are the companion dashboard peripherals. A Raspberry Pi or an ESP32 Cheap Yellow Display can both serve as a small in-view dashboard and controller.

We know from experience that a stream can be a difficult thing to get right even with high-end hardware, and we’re interested to see this standalone device allowing , we hope, an easier way to do it. If you’re a streamer we’re guessing you’ll be taking a closer look. Even so, this is surprisingly, not the simplest Raspberry Pi based streaming device we’ve seen.

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OpenAI's GPT-5.6 gets staggered release after Trump administration cites national security concerns

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Sol, the flagship model in the GPT-5.6 lineup, is built with a robust safety stack with guardrails against higher-risk activities, sensitive cyber requests, and repeated misuse. Terra is designed for balanced reasoning and agentic workloads, with OpenAI claiming that it offers similar performance to GPT-5.5 while being 2x cheaper. Luna…
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Apple asks Trump to allow RAM imports from banned supplier

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Apple has petitioned the Trump administration to allow it to buy Mac RAM chips from a blacklisted Chinese supplier, to ease the price pressure caused by the global memory crisis.

The tech industry is continuing to struggle with keeping the cost of manufacturing low due to the ongoing demand for memory chips. While Apple is also affected and now passing down the costs to consumers, it’s still trying to find ways around the problem.

According to six people speaking to the Financial Times, Apple has reached out to the Trump administration. It wants permission to buy memory chips from the Chinese memory supplier CXMT.

The problem is that CXMT is a memory chip maker that is on the Chinese Military Company Blacklist, or 1260H list. It is a list of firms that the Pentagon believes have links to the People’s Liberation Army, and therefore could undermine the national security of the U.S.

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Apple has reportedly reached out to the Commerce Department over a month ago, as well as the administration and others in Washington to try and get the green light.

The naughty list

The existence of CXMT on the Chinese Military Company Blacklist doesn’t stop Apple from buying chips from it. However, the existence on the list has repercussions that would affect Apple.

The Defense Department is not able to make agreements with companies on the list, nor use any products and services from third parties that use their components. That would mean Apple would suddenly lose sales from that arm of the U.S. government.

That’s not the only problem that Apple faces, because it’s not the only list to be concerned about. In 2025, the Department of Commerce indicated that CXMT was one of a number of Chinese companies it wanted to put on to the “Entity List.”

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At the time, the White House told the Commerce Department to hold off from adding them to the Entity List, which would’ve blocked all trade with the company completely. The administration was negotiating with China at the time to try to end the trade war.

CXMT is not on the Entity List, but that can still change. While Apple can get permission to buy from CXMT, there’s no guarantee that it could later be added to the Entity List, disrupting supplies once again.

For the moment, Apple would have to deal with a reputational risk of being associated with CXMT, but it can always get worse.

Lawmaker worries

Aside from getting permission to get the chips, Apple will also have to deal with a backlash from other U.S. lawmakers.

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To the Republican chair of the House China Committee, John Moolenaar, it would be a “grave mistake” for Apple to make a deal. Doing so would help China succeed in dominating critical supply chains, making the U.S. tech industry more dependent on China.

Apple previously felt pressure in 2022 when it thought about sourcing memory chips from YMTC, specifically for iPhones to be sold in China. Marco Rubio, the top Republican on the Senate Intelligence Committee at the time, said Apple was “playing with fire.”

Rubio added that Apple would face extreme scrutiny from the U.S. government, even though they were for memory chips to be sold in iPhones elsewhere.

Apple does have a duty to its customers and a fiscal responsibility to its shareholders to make sales without wasting funds. Securing another memory supplier is a natural thing for it to do in this case, especially when the world is jointly facing the same memory pressures.

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The obstacle here isn’t one of price, but in keeping the United States government on-side. Under the current political climate, that’s going to be a very tough sell, even with current CEO Tim Cook‘s years of relationship groundwork.

It may well be a political price that’s just too high. Something that consumers will pay for either way.

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Renewable Energy Just Hit 30% of America’s Electricity Generation

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America generated 10.06% more energy with renewables in the first four months of 2026 than it did in the same period the year before. That’s according to new figures from America’s Energy Information Administration, cited in this report from Electrek:

The growth was led by utility-scale solar (+21.3%), hydropower (+15.7%), small-scale solar
In April alone, wind and solar each produced more electricity than US coal plants, while the combination of solar and wind produced 57.0% more electricity than nuclear power.

The mix of all renewables, including biomass and geothermal, accounted for 30.0% of total US electrical generation during the first third of 2026 — up from 27.8% a year earlier… EIA reported that, in April, utility-scale solar capacity surpassed wind capacity for the first time (160,208.1 MW vs. 160,100.6 MW). Further, utility-scale battery energy storage capacity increased by 17,703.5 MW, or 58.1%. Nuclear added just 18.4 MW.

The combined capacity growth of all utility-scale renewable energy sources for the 12-month period (55,980.3 MW) is two-thirds more (i.e., 67.6%) than that added during the previous 12 months (33,392.0 MW).

“EIA projects no new nuclear generating capacity and a net decline of 5,200.5 MW in fossil fuel capacity.”

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Best Apple Watch Series 11, Ultra 3 Deals Still Live This Weekend

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Amazon’s Prime Day Apple Watch deals have been extended into the weekend, with the Series 11 discounted by $120 and the Ultra 3 slashed by $150.

Amazon’s Prime Day Apple Watch sale delivered the year’s lowest prices on several Series 11 and Ultra 3 models. And while Prime Day wrapped up on Friday, multiple offers have been extended into the weekend, including the Series 11 for $279 ($120 off) and the Ultra 3 for $649 ($150 off).

Buy Apple Watch S11 from $279

You can find a detailed breakdown of the lowest prices across dozens of styles in our Apple Watch Price Guide, with highlights from the weekend sale below.

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42mm Apple Watch Series 11

  • 42mm Apple Watch Series 11 GPS (Aluminum Case, Sport Band): $279 ($120 off)
  • 42mm Apple Watch Series 11 GPS + Cellular (Aluminum Case, Sport Band): $379 ($120 off)
  • 42mm Apple Watch Series 11 GPS + Cellular (Titanium Case, Milanese Loop Band): $609 ($140 off)

46mm Apple Watch Series 11

  • 46mm Apple Watch Series 11 GPS (Aluminum Case, Sport Band): $309 ($120 off)
  • 46mm Apple Watch Series 11 GPS + Cellular (Aluminum Case, Sport Band): $399 ($130 off)
  • 46mm Apple Watch Series 11 GPS + Cellular (Titanium Case, Sport Band): $569.97 ($180 off)
  • 46mm Apple Watch Series 11 GPS + Cellular (Titanium Case, Milanese Loop Band): $639 ($160 off)

Apple Watch Ultra 3 $150 off

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SoftBank’s CEO isn’t the only one with questions about Elon Musk’s orbital data center hype

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Not everyone is buying Elon Musk’s vision for orbital data centers

Masayoshi Son, the founder and CEO of Softbank, argued at a recent shareholder meeting that building data centers in space won’t do much to cut costs and will take too long when “in the battle for AI, the next few years will be far more important than what might happen a decade or so from now.”

On the latest episode of TechCrunch’s Equity podcast, Kirsten Korosec, Sean O’Kane, and I discussed Son’s remarks as part of a broader discussion that included OpenAI’s plans for custom chips, chipmaker Groq’s new $650 million funding, and much more.

Kirsten noted that it’s “very ironic” that Son is playing the skeptic here, given SoftBank’s “long history of wild bets.”

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Sean, meanwhile, said that when Musk talks about “making a constellation of satellites — satellites that need to be replaced every few years as well —  to make up an ‘orbital data center,’” he’s just “guaranteeing that much more business” for SpaceX.

Keep reading for a preview of our conversation, edited for length and clarity.

Sean O’Kane: Listen, neo-clouds are the new oil, and everybody who wants to make money is pivoting to a neo-cloud. I’m proud to announce that TechCrunch is now a neo-cloud, give us all your money.

I mean, this is the thing you do. It seems like there are so many players that are compute constrained, so anybody who has a shot at being able to lease out that compute is taking it, whether that’s Groq, a company that was semi-hollowed out by Nvidia, or Allbirds, which went into bankruptcy and and emerged from it as a new neo-cloud provider instead of selling shoes — Tim Fernholz did an interview with the new CEO of of that new effort that I would definitely recommend people go read. 

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Or whether you’re SpaceX, where your idea was: I’m gonna build an AI platform that’s gonna have an addressable market the size of U.S. GDP, but before we get there, we’ll just rent out our compute.  And we saw this continue to happen with SpaceX, where it’s not as big as the deals that they’ve struck with Google or Anthropic, but they just signed another deal, [their] first post IPO deal, to rent out compute to another smaller player. They’re continuing down that road. 

You know, I can see this being a business for Groq in the near term. The question with all of these is how durable is it in the long term.

Anthony Ha: If we’re talking about SpaceX and their AI business and data center business, we also have to talk about these comments that Masayoshi Son, the CEO of SoftBank, made recently, where he basically said: What is the point of data centers in space? Which is a question we’ve asked on this show. 

And it speaks to, again, this sense in the industry of being really, really compute constrained — they need to build as many data centers as possible, [and] there’s all kinds of reasons why that is proving to be challenging here on Earth, so maybe space is the answer. But I think Son makes some pretty fair points about: All this stuff we’re talking about, even if it all works — and the costs are going to be very, very serious to make it work — this is not happening for years and years and years, so this is not a solution to any immediate problem, as far the current need for data centers goes.

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Kirsten Korosec: I just want to point out that SoftBank has a long history of making wild bets. I think it says something when Son comes up and asks the question that a lot of people have asked. 

I mean, there are a lot of VCs and founders [who] have been swept up into the idea of orbital data centers and it seems like suddenly everyone’s on board. When just a couple of years ago, I think, if someone had mentioned that, it would get slapped down a little bit. So I do think it’s an important part of the process that someone who has a pretty high profile is asking that question. But it is very ironic to me that he is the one asking it, because if you look at his pitch deck, they’ve thrown a lot of money at some pretty bold ideas.

Sean: WeWork! Listen, we’re going to be saying this for a lot over the next couple years. The idea of putting these things in space is going to be an interesting engineering challenge and certainly an interesting economic challenge. 

Anthony, what you said is definitely right to a certain extent. Elon Musk is a person who hates red tape and you know, there are no NIMBYs in space so of course he’s going to try and do that. 

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To me, it comes down to: The business as it stands now for SpaceX, especially its launch business, is just overwhelmingly reliant on Starlink. The reason that they are 80 or 90% of the launch market globally is not just because they’ve done all these things that are better than pretty much every other launch provider around the globe, it’s also because they have Starlink that is driving up that number. If you remove Starlink from the equation, they would be closer to — I don’t know, maybe 20% or 30% of the launch market, or 40%, but it certainly wouldn’t be 90%. 

And when you talk about making a constellation of satellites — satellites that need to be replaced every few years as well —  to make up an “orbital data center,” quote unquote, you’re just guaranteeing that much more business for your launch business. And I just can’t stop myself from coming back to that point.

Kirsten: I want to really quickly say that [SpaceX’s] other big business is renting out their compute, by the way. So back to the chip conversation. We’ve come full circle.

Anthony: One of the other themes that may run through this episode is this idea of talking your own book. This is not a new phenomenon. Executives at tech companies, or any other company, what they’re predicting for the future is ultimately the future that is going to be advantageous to their business. 

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But I think it’s something that’s just always worth remembering when we’re having these conversations about big AI companies, because it is this moment of incredible uncertainty, and we’re all wondering: What does the job market look like in the future? What effect is this going to have on the environment? What are the skills I need to learn? 

All these AI CEOs or AI investors, they all have thoughts on that. And it’s not that they’re wrong or that they are being deliberately misleading, but in each case, there’s an asterisk to these predictions. In Musk’s case, he’s talking about something that would be very good for SpaceX’s business. In SoftBank’s case, they are very, very heavily invested in data center projects here on Earth. Sam Altman is the other notable figure who’s rolled his eyes a bit at the orbital data center idea — and again, he and Elon Musk obviously have a long and complicated history together.

All of which is to say that there’s just no objective, impartial observers here. It’s all these people with baggage and tremendous amounts of money at stake.

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

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Claude Code turned every engineer into three. Now companies need more product thinkers

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Anthropic recently told its growth team to hire more product managers, not fewer. The reason, as reported in industry coverage, was that Claude Code had quietly turned its engineering org into a team that ships at roughly three times its actual headcount, and the bottleneck moved from the integrated development environment (IDE) to the people deciding what to build.

That detail is easy to miss in the noise of every AI productivity claim. It is also the structural shift the rest of the industry is now living through. The bottleneck in software is no longer typing. It is deciding what to type. And the engineers who treat that as someone else’s problem are about to plateau.

For most of the last decade, that decision sat with someone else. Software engineering was a craft you absorbed slowly, then practiced in a long, predictable sequence: Dive deep on the technology, write the code, ask Stack Overflow when stuck, escalate to a senior engineer when Stack Overflow failed, ship the ticket. The product manager owned the funnel. The engineer owned the build. Both sides treated this division as physics.

Then the funnel collapsed in five steps.

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A short history of how the engineer’s day got compressed

The Stack Overflow era (2014 to late 2022): The way engineers thought lived in one place. But new monthly questions on Stack Overflow are now down roughly 77% since November 2022, which was not coincidentally when ChatGPT launched. The drop is not a referendum on the site. It is a referendum on the workflow it represented.

The browser-tab era (late 2022 to 2024): The first ChatGPT generation sat outside the IDE. Engineers ran the same loop they had always run, just with a faster oracle: Write a prompt in a browser, paste the answer back into VS Code, repeat. The work was still single-threaded and engineer-driven. The leverage was real but local.

The IDE-native era (2024 to 2025): Cursor and Claude Code moved the model inside the editor and gave it access to the full repository. The senior-engineer escalation path largely dissolved. For years, the prevailing wisdom among veteran engineers was that Bash had the longest shelf life of any tool in the stack. By 2026, for a meaningful share of working developers, the first command typed in a fresh terminal is claude.

The spec-driven era (2025 to 2026): Larger context windows turned single-session work into something that previously required tickets, design docs, and sprints. Amazon’s Kiro IDE team reportedly compressed feature builds from two weeks to two days using the same spec-driven workflow they were shipping. An AWS engineering team described an 18-month rearchitecture, originally scoped for 30 engineers, was completed by 6 people in 76 days. The bottleneck stopped being how long it takes to write the code. It started being how clearly the team can describe what correct looks like.

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The routines era (2026): In April, Anthropic shipped Claude Code Routines: Scheduled, persistent agents that run on a cadence, on a webhook, or overnight while the laptop is closed. Cron came back. Hooks came back. The engineer’s job is now part orchestration: Spin up a swarm before bed, review a stack of pull requests in the morning. Third-party wrappers like OpenClaw, which was briefly suspended by Anthropic in April before partial reinstatement, made the same point from the open-source side.

The bottleneck moved; most teams have not

Engineering has roughly tripled. Product management has not budged. The traditional 1:8 ratio of PMs to engineers, already strained, now plays out closer to an effective 1:20 because each engineer ships more per day. For instance, LinkedIn replaced its associate product manager track with a “Product Builder” program that trains generalists across product, design, and engineering. Anthropic is hiring more PMs, not fewer. The pattern is consistent across companies that have actually deployed agentic workflows in production: The system is producing built features faster than it is producing decisions about what should be built.

For engineers, this is the most important career signal of the decade, and the easiest one to miss while the productivity stories dominate the feed.

First principles matter more, not less

The instinct to declare fundamentals obsolete in the agent era gets the trend exactly wrong.

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When a memory leak takes down production at 3 a.m., and the cause turns out to be a subtle ownership bug pushed 4 years ago, no agent currently in the wild closes that loop end-to-end. Operating systems, networks, concurrency, and query plans still decide who can resolve a real incident. They also decide who can spot the moments when an agent’s output looks correct on the surface and is quietly, expensively, wrong underneath. The agent that wrote 70% of the code in a modern repo cannot reliably tell anyone where its assumptions about thread safety, memory ownership, or transaction isolation diverged from the runtime. The engineer who can read the diff and catch that is the engineer the rest of the team needs in the room, and that engineer is built on fundamentals, not on prompting skill.

The corollary is that fundamentals are now a leverage skill, not a hygiene skill. In 2014, knowing how a TCP retransmit worked got a debug ticket closed faster. In 2026, the same knowledge keeps an entire agent-driven release pipeline from shipping a regression at scale. The blast radius of the engineer who knows what is happening underneath has gone up, not down.

Review is the new writing

Engineers in 2026 generate code at a rate that exceeds what any of them can read carefully. The team that ships fast and survives is the team whose engineers treat reviewing AI-generated code with at least the same rigor they once reserved for writing it. The 2025 Stack Overflow developer survey put 84% of developers on AI tools, with 46% saying they do not trust the output, up sharply from 31% the year before. That gap, heavy use paired with low trust, is exactly where review skills now matter most. Coders who push lots and review little are accumulating a debt that will come due during the first real incident, and the engineer who can pay it back is the one who paired their volume with deep first-principles knowledge of the systems involved.

The new differentiator is the product funnel

Both of those are necessary. Neither is sufficient. The engineer who matters in 2026 is the one who has stopped waiting for the funnel to arrive in the form of a Jira ticket.

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That means doing things the role was historically allowed to skip.

Talk to customers. Watch how they actually use the product. Read the support queue. Sit in on the sales call. The signal a product team gets through three layers of summary, an engineer can now get firsthand in an afternoon.

Generate ideas, not just estimates. The product manager who used to source ideas for 8 engineers cannot source ideas for 20 at the same fidelity. The engineer who shows up with a validated, scoped opportunity is no longer doing the PM’s job. The engineer is doing the job the new ratio requires.

Work backwards from the customer. Amazon has been writing the press release first for two decades. The discipline travels well to teams of one and to swarms of agents. Both produce a great deal of working software in the wrong direction without a clear statement of what “customer wins” means before any code is written.

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Stop hiding behind bandwidth. The honest answer to “Do you have capacity for this idea?” used to be ‘No.’ With routines, hooks, and a cooperative agent stack, the honest answer is closer to “What is the idea worth?” That is a different conversation, and a much harder one to have without a real point of view on the customer.

What the next decade rewards

The five-phase history above is not really a history of tools. It is a history of which part of the job a human had to do. The part that is still human, and that will remain human for the foreseeable future, has moved up the funnel: From typing, to reviewing, to deciding, to choosing the customer to serve and the problem to solve.

The 2026 version of a great engineer is not the one who writes the most code. It is the one who knows what to build, can prove it is worth building, and has the agent fleet plus the review discipline to ship it without the system collapsing under its own velocity.

Engineers who internalize this will spend the next decade doing the most interesting work software has ever produced. Engineers who wait for a ticket will spend it watching the ticket get written by the agent next to them.

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Ishan Gupta is a software engineer at Amazon.

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