A Practical Guide to Autonomous Evaluation Loops in Claude Code

A Practical Guide to Autonomous Evaluation Loops in Claude Code Diagram showing an auto-research loop that tests, scores, and updates Claude Code skills repeatedly.

Building self-improving AI skills in Claude Code involves using an autonomous iterative loop to refine performance over time. Simon Scrapes introduces this concept through the lens of Andrej Karpathy’s “auto-research” framework, which emphasizes structured, data-driven improvement. The process begins with testing specific skills, analyzing results against predefined metrics and refining outputs based on measurable success. […]

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Samsung’s Wildest Design Yet: The 12.4-Inch Galaxy Z Roll 5G is Coming

Samsung’s Wildest Design Yet: The 12.4-Inch Galaxy Z Roll 5G is Coming Samsung Galaxy Z Roll 5G

The smartphone industry has reached a plateau of glass slabs and incremental camera updates. While foldable devices like the Galaxy Z Fold series have successfully carved out a niche for power users, they have long been haunted by two primary engineering compromises: the visible display crease and the bulky, “sandwich” thickness of a hinged device. […]

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Apple Faces Top-Team Churn as Cook Era Nears End

Apple Faces Top-Team Churn as Cook Era Nears End Graphic showing recent Apple executive departures, including Jeff Williams and Luca Maestri, in a simple timeline.

Tim Cook’s eventual departure from Apple will mark the end of a significant chapter defined by operational excellence and record-breaking financial achievements. During his leadership, Apple reached a market valuation of nearly $4 trillion and optimized its supply chain while broadening its product offerings. However, as fpt notes, this era also brought a shift toward […]

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Apple MacBook Neo vs. MacBook Air: Specs, Price, and Performance Comparison

Apple MacBook Neo vs. MacBook Air: Specs, Price, and Performance Comparison Close view of MacBook Neo ports showing two USB-C connections, a headphone jack, and the missing MagSafe charger.

Apple has introduced the MacBook Neo, a $599 entry-level laptop designed for users who value portability and affordability. Positioned as a lightweight alternative to the MacBook Air, the Neo offers a practical balance of functionality and cost, albeit with some compromises. The video below from Brandon Butch provides insights into its design, performance, and target […]

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Stealthy Samsung Settings to Make Your Galaxy S26 Awesome

Stealthy Samsung Settings to Make Your Galaxy S26 Awesome Samsung Galaxy S26

Customizing your Samsung Galaxy S26 is more than just a way to personalize your device; it’s an opportunity to enhance its functionality and make it uniquely yours. Samsung provides a wide range of tools and features that allow you to tailor your smartphone to your preferences. From visual upgrades to practical optimizations, here are 17 […]

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This $99 Water Jet Remotely Cleans Your Car’s Backup Camera Without You Leaving Your Seat

Reverse driving accounts for just 1% of all driving time, yet it’s responsible for roughly 25% of all accidents. A dirty backup camera in winter, mud season, or on dusty country roads is not a hypothetical inconvenience but a genuine safety liability, one that most drivers have resigned themselves to either living with or solving by stepping out of the car every time. Mike Klein, a Vermont-based tinkerer with a characteristically no-nonsense approach to annoying problems, got fed up enough to build a solution in his garage. What started as a Ziploc-bag-and-zip-tie prototype strapped to his license plate has turned into the Lens Lizard, a compact, self-contained, remote-controlled backup camera washer that just hit Kickstarter and has absolutely run away with its funding goal.

The concept is beautifully blunt. Lens Lizard mounts behind your license plate, sandwiched discreetly between the plate and the bumper using your car’s existing screw holes. No drilling, no wiring, no running tubing through door gaps or under trim panels. The whole install takes under five minutes with a standard screwdriver, and once it’s on, it’s invisible. The unit itself houses a fluid reservoir, a battery pack, and a high-pressure nozzle that you aim at your camera once during setup and then never have to touch again. When your backup camera gets caked in snow/ice or road salt on a grey January morning, or buried under a slush splatter from the truck overtaking you on a Vermont highway, you press a wireless remote button from inside the car and a jet of washer fluid blasts the lens clean. Sort of like a lizard or a chameleon striking its prey with a sharp, swift flick of its tongue. Except this time, it’s a concentrated jet of soapy water. Maybe a Pokémon reference would work better but I don’t want Nintendo’s lawyers sending me a cease and desist.

Designer: Mike Klein

Click Here to Buy Now: $99 $149.99 ($50.99 off) Hurry! Only 5 days left.

The engineering philosophy here is aggressively practical. Klein explicitly designed the Lens Lizard for Vermont winters, which means sub-zero temperatures, aggressive road salting, heavy snow, and the kind of freeze-thaw cycling that destroys lesser materials. The housing is sealed and built from automotive-grade materials, and the battery and fluid reservoir are sized to last four-plus months between refills and recharges, meaning you top everything up roughly once per season.

Maintenance is a non-event: open the latch, refill with washer fluid, charge via USB-C, close it back up. Klein’s origin story is worth noting too, because it gives the product a satisfying internal logic. He tried hydrophobic lens covers (they peeled), ceramic coatings (they did essentially nothing), and eventually decided to just build a scaled-down windshield washer system for his license plate. The first prototype was, by his own admission, ridiculous. But it worked, and that was enough to tell him the idea had legs.

Lens Lizard works with any vehicle where the backup camera sits above the license plate, which covers 99% of cars on the road, pickup trucks very much included. The product ships with assorted license plate screws to handle different fastener sizes, and the adjustable nozzle lets you dial in the spray angle for your specific camera position during initial setup. After that, the unit lives its entire life tucked behind the plate, completely out of sight. The wireless remote is puck-shaped and lives wherever you keep it in the cabin, a glove box, a cupholder, the center console.

The Lens Lizard starts at just $99 for the entire kit as an early bird discount off its $149 price tag. A dual bundle costs $189 if you’ve got two cars, and all bundles include the Lens Lizard unit, a wireless remote, a battery pack, and an assortment of screws to help you install the gizmo on your car. Given its specific design (and that every nation has a different license plate), the Lens Lizard only ships to the US and Canada for now, although I’m sure a more universal version is in the works. Production is slated to begin in April 2026, with shipping to backers planned for May. For drivers in cold-weather states, high-dust regions, or anywhere that sees serious road grime, it’s a hard value proposition to argue with. Certain premium vehicles have had integrated camera washers for years, quietly tucked into the bumper plumbing. Klein has simply figured out how to give everyone else the same result for under a hundred bucks, no dealer visit required.

Click Here to Buy Now: $99 $149.99 ($50.99 off) Hurry! Only 5 days left.

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This Indian University’s Roof Fits 9,000 People — and the Idea Came From a 1,000-Year-Old Stepwell

Most university buildings treat their rooftops as mechanical afterthoughts, a surface for HVAC units and waterproofing membranes that no one is meant to see. Sanjay Puri Architects inverted that logic entirely at Prestige University in Indore, turning a 97,000-sq-ft roofscape into a stepped public landscape that seats 9,000 people. The five-story building beneath it almost reads as infrastructure for what happens above.

The roof is composed of 463 individual stepped platforms that rise diagonally from the building’s northern point, with landscaped courtyards breaking up the geometry at intervals to allow natural light into the floors below. The formal reference is India’s historic stepwells, subterranean water storage structures built between the 7th and 19th centuries across western India. Stepwells like Rajasthan’s Chand Baori were never purely utilitarian; they doubled as gathering spaces for social and religious life. Sanjay Puri’s interpretation lifts that same dual-purpose logic above ground, and the campus has already used the roofscape for lectures, games, and a flag hoisting on India’s Independence Day.

Designer: Sanjay Puri Architects

Indore’s climate demanded more from the design than a compelling silhouette. Temperatures sit between 86°F and 104°F for most of the year, and the stepped form itself reduces the vertical circulation load needed to cool the building. A continuous diagonal indoor street running the length of the ground floor drives natural ventilation through internal spaces, while perforated glass fiber reinforced concrete screens wrap the eastern, western, and southern elevations to limit heat gain. A shallow pool at the base of the main building adds passive cooling. None of these strategies are novel in isolation, but layering all of them into a single structure shows a climate response that goes beyond token gestures.

The 32-acre campus is built for 3,000 students. Ground-floor programming includes a 700-seat cafeteria, the shaded courtyards, and an indoor auditorium. A first-floor library features a bridge that spans the corridor below. Forty-five classrooms occupy the second and third floors, with faculty offices and administration on the fourth.

Material choices stay regional and direct. Clay brick cladding covers the concrete and fly ash brick structure on the exterior. Inside, exposed concrete pairs with Indian sandstone flooring, creating interiors that feel grounded without relying on applied finishes to manufacture warmth.

Sanjay Puri Architects, now 34 years into practice, has a deep portfolio of climate-responsive work across India. Prestige University pushes that lineage further by making the passive strategy legible; the stepped roofscape is not hidden engineering but the building’s most public face. Whether that openness survives the wear of 3,000 students and Indore’s punishing summers will determine if the idea scales beyond spectacle.

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Beanue Mini Is the Lamp Your Body Has Been Waiting For

Most lamps do one thing. They turn on. They stay on. And at some point, you turn them off and wonder why your eyes feel like sandpaper or why you cannot fall asleep even though you have been sitting in a dimly lit room for the last hour. Lighting is one of those things we think we understand because we interact with it every day, but most of us have been getting it quietly wrong.

The Beanue Mini, designed by Seoul-based studio BKID co for manufacturer Baelux, is the portable follow-up to the original BAENUE The New Lamp, which collected a Red Dot Design Award in 2023 alongside recognition from Design Plus and the DFA Awards. That first lamp established Dim2Amber® as a genuinely interesting piece of patented lighting technology. The Mini takes that same idea and makes it portable, cable-free, and compact enough to fit in your hand.

Designer: BKID co

Here is what Dim2Amber® actually does, because it matters more than you might think. As you dim the lamp, it does not just reduce brightness. It simultaneously shifts the color temperature from a crisp, clear white toward a warm amber tone. During the day, the light is sharp and cool, the kind that supports focus and keeps you alert. As evening arrives and you begin dimming down, it moves into amber territory, which is the spectrum that does not interfere with melatonin production. Your body reads it as sunset rather than artificial light, and it responds accordingly. You do not have to think about any of this. The lamp does the thinking.

What I find genuinely compelling about this is that it solves a problem most of us did not even have a proper name for. We know that blue light at night disrupts sleep. We know screens are bad close to bedtime. But the lamps sitting on our nightstands, the ones we read by for an hour before bed, are just as much of an issue. Beanue Mini addresses this not through a complicated app or a schedule you have to program, but through the physical act of dimming itself. The adjustment is built into the mechanism. That is an elegant solution.

The design is worth talking about separately from the technology, because it holds its own. BKID went deliberately restrained here. There are no loud angles, no attempt to look futuristic, no material choices that announce themselves as a statement. The silhouette is soft and traditional in shape, almost like a table lamp your grandmother might have owned, except built with the kind of material precision that optimizes how light scatters and reflects through the diffuser shade. That slightly tilted shade is not an aesthetic accident either. It is functional, engineered to distribute light in a way that works whether you are using it as a reading lamp or as ambient mood lighting across a room.

The wireless charging aspect feels almost obvious in retrospect, but it genuinely matters here. The whole point of the Beanue Mini is that it belongs wherever you are. Bedroom, study, hotel room, café table, terrace at dusk. A cord defeats that entirely. Being able to pick it up, carry it, and set it down without negotiating cables is what makes the portability real rather than theoretical.

Looking at the development models photographed alongside the final product, you can see how many iterations BKID worked through to arrive at that little sphere button sitting at the base. It is such a small detail, almost insignificant at first glance, but it anchors the whole interaction. You do not tap the lamp or speak to it. You press a small ball, and that tactile contact feels satisfying in a way that touchscreens rarely do anymore.

Lighting design has been having a slow, quiet renaissance over the past few years. People are paying more attention to how their environments affect their biology, and objects like the Beanue Mini are the natural result of that growing awareness. It is not trying to be a centerpiece or a status object. It is trying to fit into your life and make the light around you better, automatically, without asking anything from you. That might be the most ambitious thing a lamp has ever tried to do.

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OpenAI reportedly plans to add Sora video generation to ChatGPT

OpenAI plans to add its Sora video generation model directly into ChatGPT, The Information reports . The standalone Sora app was seen as a smash hit when it launched alongside Sora 2 in September 2025, but interest in the video generation app has fallen in the time since as users ran into limits on the amount and kinds of videos they could create.

Adding Sora to the ChatGPT could give the model a second life, and ideally grow the ChatGPT app's weekly active users from the 900 million OpenAI reported in February, to a billion or more. According to The Information, the standalone Sora app will stick around after the model is integrated, even though the app has fallen out of the App Store's top 100 free apps and only a small number of users reportedly share their videos publicly in the app.

It’s hard to pin down an exact number for what generating a video costs OpenAI, but the company charges API customers $0.10 per second for a 720p video, and in 2025, it was willing to give away 30 free video generations per account per a day in the Sora app. When you consider the even larger audience that could use the model in the ChatGPT app, things could get expensive fast. That could be one reason The Information reports OpenAI has projected it could spend over $225 billion on inference — the cost of running the company's models — between 2026 and 2030.

The company has attempted to monetize the Sora app by having users pay for credits to generate new videos, and could deploy something similar once the model comes to ChatGPT. Maybe giving customers the ability to generate videos with Disney characters could even get people to pay for more videos once they run out of free generations. Whether or not adding Sora to ChatGPT moves the needle for OpenAI, though, the company will likely be spending even more money than it was before.

This article originally appeared on Engadget at https://www.engadget.com/apps/openai-reportedly-plans-to-add-sora-video-generation-to-chatgpt-222611439.html?src=rss

Meta is bringing more international news to its AI

Meta AI should soon be better at surfacing international news content thanks to a set of new deals with publishers. The company announced new agreements with international outlets and offered additional details on its recent deal with News Corp. 

The latest deals bring French newspaper Le Figaro, Spanish media company Prisa and German newspaper Süddeutsche Zeitung into the fold. Together, along with News Corp, which runs a number of outlets in the UK, these sources should give Meta AI better access to timely info about world events. Meta didn't disclose terms of the deals — The Wall Street Journal previously reported the News Corp arrangement was worth up to $50 million a year — but it said that it intends to link out to the relevant news sources.

"These integrations will also facilitate easier access to information by linking out to articles, allowing you to visit these partners’ websites for more details while providing value to partners, enabling them to reach new audiences," Meta wrote in an update. The company has a long and sometimes fraught history with publishers as its priorities have shifted over the years. In the past, Meta has struck deals to pay publishers to produce live video and "instant articles" only to change course as news content has become less of a priority for Facebook.

Now, with Meta struggling to compete with its AI rivals, it seems the social media company is once again interested in news content. As the company notes in its blog post, Meta AI isn't always great at surfacing accurate and timely info. I noted this in 2024 when the company's assistant was repeatedly unable to accurately answer seemingly simple questions like " who is the Speaker of the House of Representatives." 

By striking a bunch of deals with publishers, the company should be better equipped to handle these kinds of queries (and hopefully more complex ones). How much benefit publishers will see from these arrangements, however, is an open question. While Meta says it will link out to the relevant news sources, there are lots of outside data points that raise serious questions about the effect AI search tools are having on web traffic.

This article originally appeared on Engadget at https://www.engadget.com/social-media/meta-is-bringing-more-international-news-to-its-ai-213323713.html?src=rss