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Allbirds’ Move To AI Has Echoes of the Dot-Com Frenzy

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An anonymous reader quotes a report from Bloomberg, written by writer Austin Carr: Allbirds is pivoting to artificial intelligence. The San Francisco brand, whose wool running shoes were once the sneaker du jour among the tech crowd, announced last week that it was expanding into AI computing infrastructure. The bizarre strategic shift was immediately greeted with a surprising frenzy on Wall Street, where shares of Allbirds soared 582% last Wednesday before dropping the next day. […] Of course, the absurdity of Allbirds’ situation echoed familiar Silicon Valley tropes — from the endless startup pivots of the 2010s to the more recent boom-and-bust cycles of arbitrarily valued crypto coins. But it immediately reminded me of the marketing ploys of the dot-com crash. After all, some of the more iconic fails ended up being retailers such as Pets.com, Webvan, etc., riding the web wave with little to show for it beyond terrible margins.

One particular comparison from that period stands out as relevant to Allbirds: Zap.com. The holding company behind it, Zapata Corp., had a long and convoluted history, but was essentially selling fish-oil products by the time it decided to reinvent itself as an internet portal. It amassed a variety of web properties — in media, e-commerce, gaming and so on — and even once tried to acquire the search engine Excite. Spoiler alert: Zap flopped. Jen Heck, then a young employee at one of Zap’s up-and-coming portfolio entities, remembers how quickly the hype of that web 1.0 turned to hell. As absurd as Zapata’s pivot sounds today, it seemed feasible during the excitement of the internet revolution. “We went from like, ‘Wow, this life thing is just so easy,’ to it all ending so suddenly,” Heck recalls. The ones who survived that tech bubble, she says, actually had differentiated products and the right creative thinkers building them — and weren’t just cynically jumping on the latest hot trend. “‘Internet’ was the magic word then, and ‘AI’ is the magic word now,” Heck says.

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Mastodon was hit by a ‘major’ DDoS attack that briefly took down parts of the service

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Mastodon seems to be recovering after a Distributed Denial of Service (DDoS) attack that took down its primary mastodon.social instance. As TechCrunch notes, the platform began reporting issues early Monday morning as much of the Mastodon-operated server became inaccessible.

It’s not clear who might be behind the attack, but Mastodon’s head of communications Andy Piper described it as a “major” incident. A couple hours later, Mastodon shared on a status page that it had implemented countermeasures and that users should be able to access mastodon.social once again. Piper said that “some ongoing instability is a possibility” as the site recovered. It’s unclear if any other instances of the service were also targeted; mastodon.social is run directly by the nonprofit and is the largest server on the federated platform.

Mastodon is the second decentralized platform to be targeted with a DDoS in recent days. Last week, Bluesky also dealt with a significant DDoS incident that took parts of the service offline for several hours. The company posted what it said was its final update Monday morning, saying that its service had “remained stable” and that there was “no evidence of unauthorized access to private user data.” A few hours later, however, it seemed Bluesky was once again experiencing some issues, though the cause was unclear. Its official status page was down, and a post from its server status account indicated that there were “elevated errors and timeouts on some Bluesky-hosted services.” Bluesky said it was investigating.

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Tim Cook Is Stepping Down As Apple CEO, But He’s Not Leaving

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Apple’s Tim Cook is stepping down as chief executive officer, and will be replaced by John Ternus, currently senior vice president of Hardware Engineering, the Cupertino company announced today. Cook will step into a new role as executive chairman of Apple’s board of directors on September 1st, 2026. It’ll bring to an end fifteen years of Cook as Apple CEO, a position he took after Steve Jobs’ resignation.

It proved to be a controversial — though lucrative — period. Apple’s massive growth, during similar boom periods across the technology industry, saw the iPhone-maker double revenue and profit.

Cook also became known for a less intense management style than Jobs, though the products Apple released while he has been at the helm have not been universally successful. Although the Apple Watch and AirPods have undoubtedly helped shape the company’s fortunes, other — more ambitious — projects like Apple Vision Pro are yet to pay off in the same way.

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A hardware guy at the helm

Cook will be replaced in September by John Ternus, who has spent more than 25 years with Apple. Currently senior vice president of Hardware Engineering, Ternus will work with Cook over the summer before taking over full CEO responsibilities.

“As executive chairman,” Apple said today, “Cook will assist with certain aspects of the company, including engaging with policymakers around the world.” That policy involvement has proved divisive in recent years, not least as Apple and the rest of the tech industry has attempted to navigate the whims of the Trump Administration in the U.S.

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In August 2025, Cook visited the White House to deliver a statue — made of 24 karat gold and the same Corning toughened glass that protects the iPhone and other Apple products — with the meeting taking place shortly after Trump threatened tariffs on imported electronics like microchips.

John Ternus, meanwhile, will be replaced by Johny Srouji, currently senior vice president of Hardware Technologies. Srouji is credited with helping Apple’s wildly successful push into developing its own silicon, chips that have come to power not only the iPhone and iPad, but Mac products such as the most recent MacBook Neo.

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Best Fiber Internet Providers for 2026

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Our picks

Why we chose these providers


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Best fiber internet provider overall

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Best cheap fiber internet plan

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(877) 870-0633

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Best perks with fiber internet

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(888) 461-3204

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Best price guarantee among fiber providers

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Best fiber provider for gig and multi-gig internet

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(855) 500-4211

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Best fiber provider for T-Mobile customers

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Best rural fiber internet provider

$25 – $90 (fiber prices) per month

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Fastest fiber internet provider

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BROADBAND DEALS OF THE WEEK

Deals are selected by the CNET Group commerce team, and may be unrelated to this article.

What is the best fiber internet provider?

Among all the internet connection types we’ve tested — we’ve tried them all — fiber internet always comes out on top. According to a new CNET survey, 42% of US adults experienced inconsistent internet speeds and connectivity; fiber internet handles such scenarios with ease.

And when it comes to which is the very best, CNET’s pick for the best fiber internet service provider in the country is AT&T Fiber. That’s thanks to its consistency, high customer satisfaction ratings and fast symmetrical speeds. AT&T Fiber is a crowd-pleaser and consistently gets top marks in customer satisfaction surveys, likely due to its variety of plans, competitive pricing and customer-friendly service terms. There’s a lot to like — but only if you can get it at your address.

In terms of availability, high speeds and straightforward pricing, I wouldn’t pass on Frontier Fiber, Quantum Fiber, Kinetic by Windstream or Verizon Fios, either. But if these providers aren’t available at your address, regional providers deserve some love, too. Providers like Brightspeed, Metronet or Ziply Fiber — the fastest ISP nationwide — may offer fast internet service in your area.

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It’s important to note that fiber internet isn’t the most broadly available internet connection type. According to the latest Federal Communications Commission data, approximately 52% of the US population has access to a fiber connection. Still, CNET considers fiber the gold standard of home internet connections and a sure way to future-proof your home. Let’s take a closer look at what the top fiber ISPs in the country have to offer.

Best fiber internet providers

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Speed range

300 – 5,000 Mbps

Price range

$55 – $250 per month

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Our take – AT&T has the greatest availability of any fiber provider, extending service to more than 16 million potential customers across 22 states. Compared to other big-name providers, AT&T is among the cheapest when considering cost per Mbps and there are no hidden fees. However, if all you can get is AT&T’s fixed wireless plans, you’re better off looking into Frontier Fiber and Verizon Fios.


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Speed range

300 – 5,000 Mbps

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Price range

$55 – $250 per month

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Speed range

500 – 5,000 Mbps

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Price range

$50 – $155 per month

Our take – Frontier Communications recently expanded its fiber internet coverage to 19 states and then rolled out a new multi-gig service to the entire footprint simultaneously, becoming the first major ISP to do so on such a wide scale.


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(877) 870-0633

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Speed range

500 – 5,000 Mbps

Price range

$50 – $155 per month

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Speed range

300 – 2,000 Mbps

Price range

$50 – $120 per month

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Our take – Verizon Fios is up there with AT&T Fiber and Frontier Fiber in terms of speed, pricing and service terms. The cheapest tier, which starts at just $50 a month, comes with download and upload speeds of up to 300Mbps. The next speed level — 500Mbps for $75 monthly — also carries decent value, but the gigabit service at $90 is priced the same or a touch higher than you’ll find with other fiber providers. 


Or call to learn more:

(888) 461-3204

Speed range

300 – 2,000 Mbps

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Price range

$50 – $120 per month

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Speed range

200 – 8,000 Mbps

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Price range

$45 – $165 per month

Our take – If you thought Verizon Fios’s price lock guarantee was great, Quantum Fiber offers a price-for-life guarantee for all plans. You can choose from two main plans: 500Mbps for $50 monthly or 940Mbps for $70 monthly. Select locations may have the choice of faster speeds, including the 3,000Mbps and 8,000Mbps tiers.


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Speed range

200 – 8,000 Mbps

Price range

$45 – $165 per month

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Speed range

1,000 – 8,000 Mbps

Price range

$70 – $150 per month

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Our take – If you’re eyeing gig or multi-gig speeds, GFiber is the provider for you. Plans start at gig speed and only go up from there. With these starting speeds, the starting monthly rate of $70 is understandably higher than many internet providers.


Or call to learn more:

(855) 500-4211

Speed range

1,000 – 8,000 Mbps

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Price range

$70 – $150 per month

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Speed range

500 – 2,000 Mbps

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Price range

$65 – $95 per month

Our take – T-Mobile has been dominating the 5G home internet market for the past few years. Now it’s offering fiber internet in more than 175 cities after its April 2025 acquisition of Lumos Fiber. When it comes to pricing, T-Mobile Fiber is almost in line with other fiber providers on our list: $65 a month for 500Mbps, $75 a month for 1-gig and $95 a month for the 2-gig plan.


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(877) 519-7610

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Speed range

500 – 2,000 Mbps

Price range

$65 – $95 per month

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Product image
Speed range

100 – 2,000 Mbps

Price range

$25 – $90 per month

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Our take – Formely known as Windstream, Kinetic is one of our top rural internet providers, bringing high-speed connections to underserved places. Targeting North Carolina and Texas, Kinetic has announced plans to expand its fiber network from nearly 2 million homes to 3.5 million by 2029. 


Or call to learn more:

(866) 671-3650

Speed range

100 – 2,000 Mbps

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Price range

$25 – $90 per month

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Speed range

100 – 50,000 Mbps

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Price range

$20 – $900 per month

Our take – Ziply Fiber rolled out a ridiculously fast 50-gig plan across its entire Northwest footprint in Idaho, Montana, Oregon and Washington, making it the fastest internet provider nationwide.


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Speed range

100 – 50,000 Mbps

Price range

$20 – $900 per month

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Fiber internet honorable mentions

  • Brightspeed: A relatively new DSL and fiber internet provider, Brightspeed operates networks in many markets in the eastern half of the US that were previously owned by Lumen Technologies (CenturyLink, Quantum Fiber). Fiber service starts at just $30 per month for speeds up to 200Mbps. Your equipment is also free with the fiber plans.
  • Metronet: As one of the largest independently owned fiber internet companies, Metronet has a smaller footprint than other fiber providers. But it still offers fast speeds for decent prices. Based in Evansville, Indiana, Metronet is available primarily to cities in the Midwest. Service starts at $30 monthly for 100Mbps. Select areas can see speeds as fast as 2,000 or 5,000Mbps for $80 and $110 per month, respectively. Last year, T-Mobile announced plans to purchase Metronet; the FCC has yet to approve the sale.
  • Optimum: Optimum is primarily a cable internet provider, but it has a growing fiber network, particularly in the Greater NYC area. Approximately 2.8 million households are available for fiber service there. Optimum offers six plans for houses eligible for fiber, 300-,500-,1-gig, 2-gig, 5-gig, and 8-gig plans, which range in cost from $40 to $280 a month. It’s important to note that only select households may have access to the multi-gig plans.

What is fiber internet?

Fiber-optic internet sends data as light signals via thin glass wires either straight to the home, known as FTTH, or to an access point just outside the home, commonly referred to as fiber to the node or fiber to the curb. The technology allows for higher bandwidth and faster data transmission than any other connection type and has the unique capability of delivering symmetrical or near-symmetrical download and upload speeds.

Close up of fiber optic cables

Andrew Brookes/Getty Images

Fiber internet uses a different type of modem than DSL or the DOCSIS equipment used for cable. In fact, fiber technically doesn’t use a modem at all but an optical network terminal that performs the same function. To learn more, read our fiber internet explainer.

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How many members of your household use the internet?

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Why choose fiber internet?

Your internet speeds, reliability and overall experience don’t depend solely on your internet provider. The technology your ISP uses to run service to your home makes a big difference in what speeds you get. Here’s why fiber internet stands out as the leading connection type:

  • Speed, upload and download. Fiber internet is the fastest internet connection type with speeds up to 1,000Mbps and higher available from nearly every fiber ISP. The technology also has the added benefit of delivering symmetrical (or nearly symmetrical) upload speeds. Upload speeds are more important than you think, so fast speeds are nice to have when gaming online, uploading posts to social media, or taking a video call.
  • Reliability. Many fiber ISPs (AT&T Fiber, Frontier Fiber, Quantum Fiber, Verizon Fios included) claim over 99% reliability. A fiber-to-the-home connection also ensures speed consistency and reliability during peak usage times.
  • Value. Fiber internet providers have some of the highest-priced plans, but the slower, cheaper plans are often comparable to service from cable or 5G providers. Considering cost per Mbps and the added advantages of a fiber-optic connection, fiber plans often present the best overall value.

How you can shop for fiber internet like a pro

Fiber internet is the best type of service for most homes, but there’s more to choosing a provider and plan than the connection type. Here are some tips to keep in mind when shopping for fiber internet service.

Availability. Fiber internet is not available in nearly as many homes as cable, DSL, satellite or even 5G internet. Only around 48% of US households are wired for fiber-optic internet. In most cities, availability can vary from one neighborhood to the next and is even harder to come by in suburban and rural areas.

Speeds. Fiber internet has the fastest upload and download speed potential of any type of internet. Many of the top providers offer speed tiers up to 2,000Mbps (2Gbps), 5Gbps and higher. While the blazing-fast speeds are tempting, they’re likely to be faster than your home needs. Check out our guide to finding the right internet speed for help selecting a fiber plan that best meets your needs.

Price. If you’re looking for cheap internet, fiber may not be your best option. It’s true that fiber internet plans are often the best value, but you may find cheaper options from cable or 5G providers.

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A few fiber providers offer plans with starting prices as low as $30 per month, but you’re more likely to pay at least $50 per month for fiber internet. Cable internet providers including Cox, Mediacom, Xfinity and others have lower-priced plans in many areas. If you are a T-Mobile Magenta Max or Verizon wireless customer, you could get 5G home internet for the discounted price of $25 to $35 per month.

Bundles. Should you bundle your internet service? Few fiber providers offer a TV service, meaning you may not be able to bundle internet and TV together with the same provider if you choose a fiber internet service. In the days of streaming and cord-cutting, that may not be a deal-breaker for you, but it’s something to keep in mind if you’re shopping for both services.

How we evaluate fiber internet providers

Testing an internet provider the same way CNET tests other products and services is, at best, impractical. Instead, we rely on extensive research of each provider to develop our reviews and recommendations.

When comparing fiber internet providers, availability, speeds and overall value are at the center of our evaluations. We also examine added fees, data caps, contract requirements, customer satisfaction reports and other factors that could affect your quality of service or customer experience.

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We refer to the Federal Communications Commission at FCC.gov for availability data and the type of network a provider uses. We then research a provider’s speeds, pricing and service terms through various channels, such as the provider’s website and our historical data. When possible, we contact the provider directly to confirm pricing and speed details.

Finally, to develop a more well-rounded perspective of the provider, we consider customer satisfaction reports from the American Customer Satisfaction Index and J.D. Power, as well as customer reviews and complaints from sources such as the Better Business Bureau, Downdetector.com and even Reddit. (Downdetector is owned by the same parent company as CNET, Ziff Davis.)

Before writing our reviews and compiling best lists, we research anything and everything the typical shopper would want to know prior to signing up for home internet service. Read our piece on how we review internet providers to learn more about our review process.

Best fiber internet providers recap

If fiber internet service is available in your area, it’s probably worth getting, especially if any of the providers listed above is an option. AT&T is easiest to recommend thanks to its high availability, low costs and favorable service terms, but Verizon Fios is a close second with low pricing, high customer satisfaction and lots of perks for signing up. GFiber, Frontier Fiber, Kinetic, Quantum Fiber and Ziply Fiber round out the list of ideal options, while providers like Metronet, Optimum and others are worth a look, too, if available in your area.

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Ziply Fiber has the fastest speed tier of any major fiber internet provider, with max speeds of 50,000Mbps, or 50Gbps. Many other fiber providers top out at 5Gbps, 2Gbps or 1Gbps.

Fiber internet is not cheap. The faster the speeds, the more costly your monthly bill will likely be. Starting plans with fiber internet typically range from $30 to $50 a month, with gigabit service ranging from $60 to $90 a month. While there are cheaper plans available with cable or 5G internet service in select areas, fiber service is likely to come with better speed and connection quality for the price.

Not likely. While the potential of 5G home internet is promising, it doesn’t currently offer the speed or reliability that comes with a fiber-optic connection. That said, the wireless delivery method is rapidly expanding in availability and becoming a popular option among home internet users. Cellular internet and 5G are a viable alternative in areas where fiber connections are not yet available.

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If fiber hasn’t reached your address yet, I’m sorry to say you’ll just have to be patient, as providers are actively expanding their fiber networks across the US. You’re more likely to see fiber come to your neighborhood if you live in a city or densely populated area, but providers like Windstream and Quantum Fiber show that fiber access in suburban and rural areas is also obtainable. Check out if fiber internet is available in your area.

When it comes to internet speeds, fiber internet has every other type of connection beat. However, there is a downside to fiber connections: They pose a logistical challenge to implement. This means availability is a common issue.

Unlike fixed wireless and satellite internet connections, fiber lines run directly to your home, so they aren’t usually susceptible to adverse weather. It means you can expect your network to keep chugging along at its maximum capacity unless there’s severe damage to the network infrastructure or a power outage in your neighborhood.

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Tim Cook steps down as Apple CEO, handing over role to hardware chief Ternus

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Apple has confirmed a major leadership change, with CEO Tim Cook set to step down from his role later this year. The company announced that John Ternus, currently Senior Vice President of Hardware Engineering, will take over as CEO starting September 1, 2026.

Cook will transition into the role of executive chairman, where he is expected to remain actively involved in guiding Apple’s broader strategy and policy engagements.

A Planned Transition After 15 Years Of Leadership

Cook’s departure marks the end of a significant era for Apple. He has led the company since 2011, taking over from co-founder Steve Jobs and overseeing a period of massive growth.

BREAKING:
Johny Srouji is now the chief hardware officer at @apple, stepping up from his role as the senior vice president of Hardware Technologies at the company, taking the role over from John Ternus.
Srouji was the pivotal figure behind Mac transition to in-house M-series… pic.twitter.com/TCf5kT5w2J

— Digital Trends (@DigitalTrends) April 20, 2026

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Under Cook, Apple expanded its product portfolio, scaled its services business, and became one of the most valuable companies in the world. His leadership style focused on operational efficiency and steady execution, helping Apple maintain its dominance across multiple product categories.

The transition to Ternus appears to be a carefully planned internal succession. Ternus has been with Apple for over two decades and currently leads hardware engineering, playing a key role in the development of products like the iPhone, Mac, and iPad.

Hardware division also gets a shakeup

Now that Ternus is vacating his role as senior vice president of Hardware Technologies at the company, Apple is promoting another well-known face to succeed him. Johny Srouji is now stepping into the role of chief hardware officer.

“He has played a singular role in driving Apple’s silicon strategy, and his influence has been felt deeply not just inside the company, but across the industry,” Cook shared in a press statement. Srouji played a pivotal role in Apple’s transition away from Intel to in-house M-series silicon for Mac hardware.

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Srouji is an Intel veteran, and recently, it was reported that he was exploring meatier opportunities outside Apple. He has been at Apple since 2008 and has remained a familiar face at Apple’s product announcements, highlighting the progress of next-gen silicon, in particular.

Why This Leadership Shift Matters

Leadership changes at Apple are rare and closely watched, given the company’s influence on the global tech industry. The move signals continuity, as Apple has once again chosen an internal candidate with deep institutional knowledge.

Ternus is widely seen as a product-focused executive, which could indicate a renewed emphasis on hardware innovation. At the same time, Cook’s continued presence as executive chairman suggests that Apple is aiming for stability during the transition.

The timing is also notable. Apple is navigating increasing competition in areas like artificial intelligence, mixed reality, and services, making leadership decisions particularly critical.

What It Means For Users And The Industry

For consumers, the leadership change is unlikely to bring immediate disruption. Apple’s product roadmap and ecosystem strategy are expected to remain consistent in the near term. However, over time, Ternus’ leadership style could shape how Apple approaches innovation, particularly in hardware and emerging technologies.

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His background suggests a stronger engineering-driven perspective compared to Cook’s operations-focused approach. For the broader industry, the shift marks the beginning of a new chapter at one of the world’s most influential technology companies.

What Comes Next

The transition will take place over the coming months, with Cook remaining CEO until September 1. During this period, Apple is expected to ensure a smooth handover of responsibilities. Once Ternus officially takes over, attention will likely shift to his strategic priorities – especially how Apple positions itself in the evolving AI landscape and whether it accelerates its pace of innovation.

While Cook’s tenure helped define Apple’s modern era, the next phase under Ternus will determine how the company adapts to the future of technology.

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John Ternus will be CEO of Apple when Tim Cook steps down this fall

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Apple CEO Tim Cook is officially stepping down from his role on September 1, the company announced today, while current SVP of hardware engineering John Ternus will take over as the new CEO. Cook will transition to a new role as executive chairman of Apple’s Board of Directors. The company says the move was “approved unanimously” by Apple’s Board, and that Cook will work on transitioning his duties over the summer.

“It has been the greatest privilege of my life to be the CEO of Apple and to have been trusted to lead such an extraordinary company,” Cook said in a statement. “I love Apple with all of my being, and I am so grateful to have had the opportunity to work with a team of such ingenious, innovative, creative, and deeply caring people who have been unwavering in their dedication to enriching the lives of our customers and creating the best products and services in the world.”

Cook became CEO of Apple in 2011 following the death of co-founder Steve Jobs, and he led the charge for Apple’s post-iPhone and iPad era by launching the AirPods, Apple Watch and Vision Pro. He also pushed the company into being more of a service provider with the launch of Apple TV and Apple Music. While he’s had a strong reputation as a logistics-oriented executive, Cook has been criticized for lacking the product vision that Jobs was known for.

Ternus, on the other hand, has been focused on product design since joining Apple in 2001. He became VP of hardware engineering in 2013, and later transitioned to a senior executive role in 2021. Ternus was also prominently featured at the MacBook Neo launch a few months ago, a low-cost yet high-quality notebook that encapsulates Apple’s unique place in the PC industry.

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“I am profoundly grateful for this opportunity to carry Apple’s mission forward,” Ternus said in a statement. “Having spent almost my entire career at Apple, I have been lucky to have worked under Steve Jobs and to have had Tim Cook as my mentor. It has been a privilege to help shape the products and experiences that have changed so much of how we interact with the world and with one another.”

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Homemade Nuclear Battery Harnesses Glow From Radioactive Vials

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DIY Homemade Nuclear Battery
A recent project by Double M Innovations takes a really simple concept and turns it into something rather unique by sandwiching some tritium vials between conventional solar cells to create a self-contained nuclear power source.



Basic principles ensure that everything runs well without the need for additional help. See, the tritium inside each sealed vial emits low energy electrons as it gradually degrades, which is a really useful side effect. Those electrons then hit a phosphor coating inside the glass tube, producing a continuous greenish light. Now, amorphous solar cells tacked directly on the vials capture the light and convert it into a microscopic little electric current, just as they would on a gloomy day. The entire thing is shut up tightly with aluminum tape, so no outside light can get in.

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DIY Homemade Nuclear Battery
Putting it all together is a simple process that just takes a few minutes once all of the components are ready. You start with two tiny amorphous solar cells from a calculator panel, which are ideal for this because they are sensitive to the wavelengths that the phosphor emits. Five tritium vials, about 3mm wide and 11mm long, are lined up across the surface of the first one, and the second cell is slapped on top to complete the sandwich. The inside of the entire item is coated in a reflective substance before the aluminum tape is wrapped around to seal it all up tight. There is no soldering or complex wiring required, thus keeping everything rather simple.

DIY Homemade Nuclear Battery
Not long after, the maker began testing it, discovering that each cell produced between 0.45 and 0.47 volts when measured with a conventional multimeter, but the current was so low that it was virtually undetectable on the majority of the cells. So they connected the cells in series and added a small capacitor to the circuit to allow the charge to develop. Ten minutes later, the capacitor had 2.2 volts. An hour later, it had risen to 2.4 volts, and after a full night of sitting, it had reached 2.9 volts on its own.

DIY Homemade Nuclear Battery
The power output is in the nanowatt region, which is far below what is required to even turn on an LED, let alone run a small sensor for any length of time. Still, the idea that it could charge up to that point in one night is rather astounding. Furthermore, tritium has a half-life of roughly 12 years, so it will be some time before the entire thing runs out of steam. Commercial nuclear batteries perform far better because they can align the radiation source very precisely with the cell materials. However, this handmade version is only a proof of concept, demonstrating that it is possible to generate a measurable electric current using off-the-shelf components and some internal radiation.
[Source]

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How AI and human judgment combine in modern financial market analysis

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Intelligent Investing, a research-driven market analysis platform, works from the premise that artificial intelligence can expand financial forecasting by processing large datasets, accelerating strategy development, and enabling systematic execution. Alongside these capabilities, human interpretation remains essential, providing the context needed to translate data into meaningful market perspectives. 

This philosophy is reflected in the work of founder Arnout Ter Schure. With a PhD in environmental sciences and more than a decade of experience in scientific research, Dr. Ter Schure applies an analytical mindset to financial markets. His transition into market analysis reflects a sustained focus on data and repeatable patterns. Over time, he has developed proprietary indicators and a multi-layered analytical framework that integrates technical, sentiment, and cyclical analysis. This foundation provides important context for his perspective on how AI fits into modern financial decision-making.

Financial markets are becoming more complex and fast‑moving, and that shift has sparked a growing interest in how AI can play a supportive role,” Ter Schure states. “This has opened the door to exploring how computational tools might complement and strengthen traditional analytical approaches.” 

According to a study exploring a multi-agent deep learning approach to big data analysis in financial markets, modern AI systems demonstrate strong capabilities in processing large-scale data and identifying patterns across multiple timeframes. When combined with structured methodologies such as the Elliott Wave principle, these systems can enhance analytical efficiency and improve pattern recognition, particularly in high-speed trading environments.

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This growing role of AI aligns with Ter Schure’s view of it as a powerful analytical companion, especially in areas where speed and computational precision are required. He explains, “AI excels when the task is clearly defined. If you provide the structure, the parameters, and the objective, it can execute with remarkable speed and precision.” This may include generating trading algorithms, coding strategies, and conducting rapid backtesting across historical datasets.

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As these capabilities become more integrated into the analytical process, an important consideration emerges. Ter Schure emphasizes that AI systems function within the boundaries established by human input. He notes that the data they analyze, the assumptions embedded in their programming, and the frameworks they rely upon all originate from human decisions. Without these elements, the system may lack direction and purpose. Ter Schure states, “AI can accelerate the ‘how,’ but it still depends on a human to define the ‘why.’ That distinction applies across every layer of market analysis.

This relationship becomes especially relevant in financial forecasting, where interpretation plays a central role. AI can analyze historical data and identify recurring patterns, yet its perspective remains limited to what has already been observed. The same research notes that even advanced systems encounter challenges during periods of structural change or unprecedented market conditions, where historical data offers limited guidance. In such situations, the ability to interpret evolving conditions becomes as important as computational power.

For Ter Schure, forecasting involves working with probabilities rather than fixed outcomes. AI can assist in outlining potential scenarios, yet it does not determine which outcome will unfold. “Markets evolve through a combination of structure and behavior,” he explains. “A model can highlight patterns, but understanding how those patterns develop in real time still requires human judgment.”

This dynamic also extends to how AI interacts with human assumptions. According to Dr. Ter Schure, since these systems learn from existing data and user inputs, their outputs often reflect the perspectives embedded within that information. As a result, the quality of the initial assumptions plays a significant role in shaping the outcome. “If the initial premise includes a bias, the output often reflects it. The responsibility remains with the analyst to question, refine, and interpret the result,” Ter Schure remarks.

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Such considerations become even more important when viewed through the lens of market behavior. Financial markets, as Ter Schure notes, are often influenced by collective sentiment, where emotions such as optimism and caution influence price movements. “Regardless of the computerization of trading, market behaviour has remained constant,” he says. While AI can identify historical expressions of these behaviors, interpreting their significance within a current context typically requires experience and perspective. 

Within this broader context, Arnout’s methodology illustrates how structured human analysis can complement technological tools. His approach combines Fibonacci ratios with the Elliott Wave principle, focusing on wave structures, extensions, and corrective patterns. These frameworks offer a way to interpret market cycles and map potential pathways for price movement. A key element of his method involves incorporating alternative scenarios through double corrections or extensions, allowing for multiple potential outcomes to be evaluated simultaneously.

This multi-scenario framework supports adaptability as market conditions evolve. “Each structure presents more than one pathway,” he explains. “By preparing for those alternatives, you create a framework that evolves with the market as new information becomes available.” This perspective allows for continuous reassessment, where forecasts are refined as additional data emerges.

Ter Schure stresses that although AI can assist in identifying patterns within such frameworks, the interpretation of complex wave structures introduces nuances that extend beyond automated analysis. Multi-layered corrections and extensions often depend on contextual judgment, where small variations influence the broader interpretation.

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Overall, Ter Schure suggests that AI serves as an extension of the analytical process, enhancing specific components while leaving interpretive decisions to the analyst. Its ability to execute defined tasks with speed and precision complements the depth of human judgment. He states, “Technology expands what we can do, but understanding determines how we apply it. The combination is where meaningful progress takes place.”

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Hyundai IONIQ 3 Officially Unveiled, Called an ‘Aero Hatch’ Built on 400-Volt Architecture

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Hyundai IONIQ 3 Aero Hatch EV Reveal
Hyundai has just revealed the IONIQ 3, its latest electric hatchback that demonstrates that you don’t need a large clunker to travel long distances. This five-door style, known as a ‘aero hatch’, emphasizes efficiency, which is important in everyday life as well as weekend excursions.



Clean lines and a well-thought-out design tame its compact body, which measures approximately 4,160 millimeters, just lovely and short. The front and back lights do the “H” thing with four unique little dots that are actually an homage to Morse code, and its aerodynamics are pretty slick with a drag coefficient of 0.263, which really helps stretch every last drop from the battery. The N Line variant gets a bot more aggressive, with black highlights, darker wheels, and a small rear spoiler that adds presence without changing the overall design. The lowest models have 16-inch wheels, but higher trims receive 19-inch wheels instead, as well as some tough cladding that implies it might do mild off-road tasks without issue.

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Step inside and you’ll see a lot of open space thanks to a flat floor that can accommodate five persons comfortably. There’s a suitcase-sized storage bin buried under the boot floor, as well as a 441-liter boot volume to play with. The inside has a modern vibe to it, although everything is quite plain. The heated and ventilated seats, as well as the panoramic roof, are nice features for longer excursions.

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The dashboard is kept pretty simple, with only a few physical buttons for climate controls and other functions, so you don’t have to look down while driving. There’s a large free-standing touchscreen that measures 12.9 inches on the low end and 14.6 inches on the high end, and it runs on the Pleos system, which sounds like an alien language but is actually an Android-based system that handles the critical stuff. Wireless phone charging and a Bose audio system complete the gadget list.

Hyundai IONIQ 3 Aero Hatch EV
Hyundai IONIQ 3 Aero Hatch EV
Power-wise, it is a 400-volt platform with front-wheel drive at launch and two battery options. The smaller 42.2-kwh pack works with a 144-hp motor for about 214 miles on the WLTP cycle, while the larger 61-kwh unit gets around 308 miles of range. Regardless of which option you choose, the torque remains constant at 250 Nm, and there is the option of dual-motor all-wheel drive later down the line, which may only increase horsepower to 288. Fast charging isn’t awful, bringing you from 10 to 80 percent in 29-30 minutes, though the precise duration varies by pack. It also performs well on the interstate, reaching a top speed of 106 mph.

Hyundai IONIQ 3 Aero Hatch Interior
Hyundai IONIQ 3 Aero Hatch Interior
Hyundai IONIQ 3 Aero Hatch Interior
Hyundai IONIQ 3 Aero Hatch Interior
You’ll be able to buy one in Europe beginning in September, with prices starting at roughly $25,000. They’re built in Turkey. The IONIQ 3 is avoiding the US market, whether it be due to tariffs or other reasons…for now.
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ABX Audiophiles DIY Speaker Project Targets Open-Baffle Enthusiasts: AXPONA 2026

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I stopped by the La Dolce Audio room at AXPONA expecting to spend time with the tube amplifiers Terry Gesualdo and I had been talking about on the bus ride over. He’s working with some unusually adjustable designs built around pentode tubes that most manufacturers avoid, which is exactly the kind of thing that gets my attention.

But the amplifiers weren’t what stopped me in the doorway.

Front and center was a pair of speakers that didn’t look like they belonged in a conventional system. Two large drivers mounted on a walnut baffle, topped by a compression horn feeding a wide black waveguide. And that was it. No enclosure, no box, nothing hiding behind them.

They weren’t unfinished. That was the design.

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The speakers in question are one variation of the ABX/LDA open-baffle design, developed by James Owens of ABX, Terry Gesualdo of La Dolce Audio, and a growing community of builders on Discord. The concept isn’t complicated, and that’s the point: build something affordable, accessible, and genuinely good sounding without turning it into a science project that only a handful of people can finish.

In its most stripped-down form, this is about as DIY as it gets. A sheet of plywood, a couple pieces of 1×6, two shelf brackets, a pair of large drivers (three if you count the coaxial tweeter), and a simple five-part crossover. That’s the baseline. From there, builders can take it as far as their skills, patience, and garage space allow.

Driver-wise, it’s not messing around. You’ve got a 15-inch coaxial handling midrange and treble duties, paired with an 18-inch woofer to move serious air. The original coaxial concept traces back to a Darrel Hawthorne design, and after Hawthorne Audio closed in 2016, Gesualdo worked with Eminence, along with Hawthorne’s blessing, to develop an updated version so the platform wouldn’t disappear with the brand.

abx-audiophiles-loudspeaker-left-axpona-2026

The naming keeps that lineage intact. The 15-inch is now the HA15, with a smaller HA10 also in the pipeline.

The crossover follows the same philosophy as the rest of the project. Keep it simple, keep it accessible, and don’t overthink it.

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You’re looking at two inductors, a 15 mH 15 AWG air core inductor handling the midrange on the coaxial, and a 10 mH choke for the woofer, assuming the 18 inch driver. From there, it’s a set of speaker taps, a capacitor on the tweeter, either 3.3 µF or 40 µF depending on the specific tweeter revision, and an L pad to dial in the tweeter level.

That’s the entire network.

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No PCB, no exotic layout requirements, no black box. Everything can be hand wired with basic parts and a soldering iron. If you can follow a diagram and take your time, you can build it.

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Baffle designs run the full spectrum from basic to borderline art project, but they all share a common idea: some form of slot loading to help extend bass response.

abx-audiophiles-loudspeaker-right-axpona-2026

At the entry level, it can be as simple as rectangular cutouts in a sheet of plywood. From there, things escalate. Ring-loaded designs in straight grain hardwoods. More ambitious builds with spirals carved into slabs of figured Claro walnut that look like they belong in a gallery instead of a listening room.

The pair at the show leaned toward the more refined end. They used ring-loaded ports in a lightly figured walnut baffle and ditched the coaxial tweeter altogether. In its place was a compression horn paired with a large 3D printed labyrinth lens, designed to improve dispersion and add a bit more realism compared to the original coaxial approach.

It’s a clear sign that this isn’t a static design. It’s evolving, and the community is driving a lot of that evolution.

At this point, there are at least nine established versions, with La Dolce Audio offering designs and build kits, and even more variations circulating through the Discord channel for those who want to experiment.

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For anyone looking to step off the beaten path, or just wants the satisfaction of saying “I made those,” the ABX/LDA open baffle project makes a strong case.

It’s established enough that you’re not gambling on the result. The foundation works, but it remains open to interpretation, letting builders take it as far as their skills and imagination allow.

That’s the appeal. You’re not just assembling a speaker. You’re shaping it.

At a show where the average speaker costs more than an entry level SUV, this feels like a reality check. Not everyone is dropping that kind of money, and this doesn’t pretend that you should. It just offers another way in, and a pretty smart one if you’re willing to put in the effort.

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For more information: abxaudiophiles.org

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Gemini Live gets a minimalist app redesign that lets you do more

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Google is testing a new redesign for its Gemini Live experience on Android, aiming to make interactions with its AI assistant more seamless and less intrusive. According to a 9To5Google report, the update moves away from the current full-screen interface and instead integrates Gemini Live directly into the main app view, signalling a shift toward a more practical, everyday usage model.

A Shift Away From Fullscreen AI

Previously, Gemini Live operated in a full-screen mode, taking over the entire display during interactions. While this approach highlighted the assistant, it also limited multitasking and made it harder to use alongside other apps.

With the redesign, Gemini Live now sits within the Gemini app’s homepage. The interface changes dynamically, showing a “Live with Gemini” header along with quick access to features like transcripts. This allows users to interact with the AI without completely leaving their current workflow.

The result is a cleaner, more minimal layout that feels less like a dedicated mode and more like a natural extension of the app.

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Why This Redesign Matters

This update reflects a broader shift in how AI assistants are being designed. Instead of demanding full attention, they are increasingly becoming background tools that support ongoing tasks.

By removing the full-screen experience, Google is making Gemini Live more suitable for multitasking. Users can now interact with the assistant while browsing, messaging, or working within other apps, which aligns better with real-world usage patterns.

It also signals Google’s intent to position Gemini as a core part of the Android experience, rather than a separate feature that users have to consciously enter.

What It Means For Users

For users, the redesign could make Gemini Live more accessible and less disruptive. The simplified interface reduces friction, making it easier to quickly ask questions, get responses, or continue conversations without interrupting what they are doing.

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Features like built-in transcripts also improve usability, especially for voice-based interactions, where users may want to refer back to previous responses.

At the same time, the more compact design could make Gemini feel less overwhelming, particularly for users who may have found the previous full-screen interface too intrusive.

What Comes Next

The redesign is currently being tested and has not yet been widely rolled out. However, it is part of a series of rapid updates to the Gemini app, suggesting that Google is actively refining the experience based on user feedback.

Looking ahead, Gemini Live is expected to become more deeply integrated into Android, potentially replacing traditional assistant workflows entirely. As Google continues to iterate, the focus appears to be on making AI assistance more subtle, faster, and easier to use throughout the day.

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In that sense, this minimalist redesign may be less about visual changes – and more about redefining how AI fits into everyday smartphone interactions.

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