Code & Clarity

Etched, a two-year-old company taking on Nvidia, revealed it has $1 billion in contracts for its AI systems, all before finishing tests on its first chip. The startup also shared it raised $500 million late last year at a $5 billion valuation, bringing its total funding to $800 million. Its backers include major trading firms like Jane Street and Hudson River Trading, plus AI pioneers like Geoffrey Hinton and Andrej Karpathy. The company’s product is a full system, not just a chip. It combines custom-designed hardware and software to speed up AI inference, the process where models generate responses to user prompts. This is currently the most expensive and slowest part of running AI at scale, which is why investors are betting big on anyone who can improve it. Etched’s rapid rise is a sharp turn from its early days. In 2023, founders Gavin Uberti and Robert Wachen struggled to get investors interested, even with a detailed pitch arguing specialized chips would be essential...

Imagine hopping into a car that has no steering wheel, no gas pedal, and no brake pedal. That’s exactly what Tesla is now testing on the streets of Austin, Texas. The company has rolled out a production-ready version of its two-seater Cybercab, giving us a glimpse into a truly driverless future. For now, these unique vehicles aren’t completely unsupervised. A safety monitor rides along in the passenger seat, keeping an eye on things as the Cybercab navigates Austin's roads. This significant step follows years of development and promises from Tesla about their autonomous vehicle technology. This move comes after Tesla had already been quietly testing a robotaxi service in Austin using modified Model Y SUVs for roughly a year. They’ve also been spotted parking hundreds of these new Cybercabs in various cities, leading many to believe a larger launch was just around the corner. Now, we're seeing them in action on public streets. This latest test is happening at a key...

South Korea is making an incredibly bold move to solidify its place as a global tech powerhouse. The country's two largest memory chip companies, Samsung and SK Hynix, are planning to invest an astounding $570 billion into building new memory chip factories and advanced packaging facilities. This massive commitment is a direct response to what some in the industry are calling "RAMageddon," a severe worldwide shortage of crucial memory chips driven by the exploding demand for Artificial Intelligence. This huge investment is part of an even larger national plan, recently unveiled by the South Korean government, which sees the nation's tech companies committing over $900 billion towards AI and the chips it needs. A significant portion, $518 billion, is earmarked for four new memory manufacturing plants in southwestern South Korea, a region that hasn't traditionally seen much high-tech investment. Another $52 billion will go into a hub for advanced High Bandwid...

In a tech world where many shiny new AI gadgets struggle to find their footing, a small, credit card-sized device called Pocket just proved it is a standout, landing a significant $11 million investment. This funding comes from big names like Accel, Y Combinator, and the CEO of ElevenLabs, Mati Staniszewski, signaling strong confidence in Pocket's approach to AI note-taking. The device, which sells for $129, sticks to the back of your phone and promises to revolutionize how we capture important conversations in the real world. Pocket’s core appeal lies in its simplicity and focus. Unlike many AI tools designed for online meetings, Pocket zeroes in on face-to-face interactions, offering unlimited recordings and transcriptions without a monthly subscription for its basic features. This commitment to real-world utility seems to be resonating with users, as the company has already sold over 130,000 units since launching last year. It offers a dedicated hardware solution for thos...

A fatal crash in Texas has put Tesla’s automated driving technology back under the microscope. A Tesla vehicle struck a home, killing a 76-year-old woman, with the driver telling police that Autopilot was engaged. But Ashok Elluswamy, Tesla’s AI software chief, pushed back on social media, claiming the driver had overridden the system by flooring the accelerator in a residential area. His comments suggest the car may have been using Tesla’s Full Self-Driving (Supervised) mode instead. Now, federal investigators are stepping in. The National Highway Traffic Safety Administration and the National Transportation Safety Board have both opened probes into the incident. This comes as Tesla is already under scrutiny for a separate 2023 crash involving FSD, which the company just settled in court. That case is part of a broader investigation into whether Tesla’s system can handle low-visibility conditions like sun glare or fog. Tesla has long positioned itself as an AI and robotic...

Micron, the Idaho-based chip maker many only know for those tiny memory cards in old cameras, briefly became more valuable than Meta and Tesla last week. Its stock shot up over 236 percent in a month, closing Friday at $1,132 a share, pushing its market cap to $1.27 trillion. The reason is simple: AI needs memory, and Micron makes the kind of high-performance chips that AI servers crave. The AI boom has created a shortage of DRAM and NAND memory chips, especially the high-bandwidth variety. Companies like Nvidia, Microsoft, and Meta are snapping up every chip they can find to power their AI systems. This scarcity has driven up prices and left other industries, from PC makers to console manufacturers, scrambling for leftovers. Analysts call it RAMageddon, and they expect it to last into 2027. Micron’s latest earnings reflect this surge. Revenue hit $41.45 billion for the quarter, quadruple the same period last year, while profits jumped from $1.88 billion to $28.2 billion. ...

A top Apple executive behind the Vision Pro headset is leaving for OpenAI. Paul Meade, who oversaw the Vision Pro and Apple’s upcoming AI smart glasses, is joining OpenAI’s hardware team, according to Bloomberg. This move comes as Apple prepares to launch more affordable smart glasses to compete with Meta, following the underwhelming debut of the pricey Vision Pro. The departure seems tied to leadership changes at Apple. John Ternus, set to become CEO, is restructuring the hardware engineering team, leaving some vice presidents feeling sidelined. Meanwhile, OpenAI is already working with Jony Ive, Apple’s former design chief, on an AI device that Sam Altman claims will be calmer than an iPhone, though reports suggest development hasn’t been smooth. Apple and OpenAI have not commented on the move. Meade’s exit highlights the shifting priorities in tech, where AI-driven hardware is becoming a key battleground. Apple’s Vision Pro was a bold but expensive bet that didn’t reso...

Conno Christou was the picture of health, tracking his sleep with multiple wearables and monitoring nearly 100 biomarkers each year. Then, after a workout, his arm swelled. Doctors found blood clots, but a pre-op scan revealed something far worse: an 11-centimeter tumor behind his sternum. A biopsy confirmed aggressive non-Hodgkin’s lymphoma, a cancer so rare it affects just one in 420,000 people. His first oncologist recommended a lighter chemotherapy regimen. A second opinion suggested the opposite—a far more aggressive treatment with an 85% success rate versus 60%. Christou didn’t stop there. He gathered 12 medical opinions in two days, all but one agreeing on the harder path. He took it, treating his fight like a startup: data-driven, relentless, and structured. Throughout six months of chemotherapy, he logged every detail—sleep, nutrition, side effects—in a symptom journal and fed it all into Claude, an AI chatbot. When his final PET scan came back ambiguous, the AI f...

Nvidia has long been the go-to for AI chips, but OpenAI just announced it’s building its own, called Jalapeño, with Broadcom. This move puts OpenAI in the same club as Google, Apple, and SpaceX, all of which are designing custom chips to reduce their reliance on a single supplier. The goal isn’t to cut Nvidia off completely but to have more control and tailor hardware to their specific needs. Custom silicon offers a way to fine-tune performance, much like Apple did when it switched from Intel to its own chips. For AI companies, this means potentially faster, more efficient systems that are better suited to their unique workloads. It’s a hedge against dependency, ensuring they’re not stuck if Nvidia’s chips fall short or become too expensive. OpenAI’s entry into the custom chip game signals a broader shift in the industry. Companies are realizing that off-the-shelf solutions, while powerful, may not be enough to stay competitive in the long run. By designing their own chips...

If you have ever seen an empty self-driving car cruising through city streets, you have witnessed one of the biggest challenges for robotaxi companies today. These vehicles often drive significant distances without a passenger, simply to reach a faraway depot for charging or cleaning. These empty trips, known in the industry as "deadhead miles," are a major reason why robotaxis are still struggling to become truly profitable. A new startup called Aseon Labs believes it has found a clever solution. The company, based in Redwood City, California, proposes a network of small, automated pods scattered throughout urban areas. These pods are designed to be parking-space sized and can automatically inspect, clean, and charge robotaxis right where they are needed, cutting down on those wasteful empty drives. This innovative idea has already caught the eye of investors. Aseon Labs recently announced it raised $10 million in initial funding. Crane Venture Partners led this...

OpenAI’s next big AI model, GPT 5.6, won’t be released to the public right away. Instead, the company will share it only with a small group of trusted partners, and only after the Trump administration gives the green light for each one. According to reports, government officials will approve access on a case-by-case basis during a preview period. This isn’t just OpenAI being cautious. The White House reportedly pressured the company to slow down, with agencies like the Office of the National Cyber Director and the Office of Science and Technology Policy pushing for a limited rollout. If all goes well, OpenAI hopes to open access to everyone in a couple of weeks. The move mirrors what Anthropic did earlier this year with its Claude Mythos model, which it restricted to a select group of partners under its Project Glasswing program. Anthropic argued that the model was too powerful to release widely, raising questions about whether this was a genuine safety measure or a clever...

Imagine walking into a tech office and seeing someone intensely playing Fortnite for hours on end. Now imagine that "someone" is actually an advanced artificial intelligence. That is exactly what visitors experienced at General Intuition, a startup that just secured a massive $320 million investment, boosting its valuation to $2.3 billion. The real surprise is what happens next. The same AI brain powering the virtual Fortnite player is also driving a large, four-legged robot roaming the office. This robot, relying only on a single camera for sight, explores its surroundings much like a curious toddler, occasionally bumping into chairs or trash cans as it learns its physical space. This quick adaptation is remarkable, especially since the AI model only needed eight minutes of outdoor real-world data to fine-tune its navigation skills for indoor spaces. General Intuition’s core idea is that AI can learn how to move and interact with the world by studying human game...

The narrative has been clear for years: AI is coming for engineering jobs. Companies have blamed AI for mass layoffs, with tech cutting more positions in May than any month in recent history. Yet fresh data shows engineering roles are holding steady while other jobs disappear. Research from SignalFire found that while overall hiring at big tech firms fell 25 percent compared to 2019, engineering jobs only dropped 11 percent. Even more striking, engineers made up 55 percent of all new hires in 2025 at companies like Google, Meta, and Amazon, up from 46 percent in 2019. Early-stage startups actually hired 7 percent more engineers than they did five years ago. SignalFire’s head of research, Asher Bantock, puts it simply: if AI were replacing engineers, hiring would be the first to drop. Instead, demand for engineering talent is growing faster than most other roles. Even Anthropic’s own economists admit they haven’t seen AI meaningfully change unemployment rates for jobs like ...

OpenAI revealed a new custom chip called Jalapeño, designed with Broadcom to handle AI tasks more efficiently. Early tests show it uses less power while delivering better performance than current options, which is a big deal for running AI models in real time. What stands out is that OpenAI used its own AI models to help design the chip, showing how deeply AI is now embedded in its own development. This chip is built specifically for inference, the process where AI models respond to user requests. OpenAI hints that while this won’t replace Nvidia’s hardware for heavy tasks like training models, it could significantly cut costs for everyday AI interactions. That’s important because inference is where most of the day-to-day AI work happens, from chatbots to coding assistants. The move follows a trend set by Google and Amazon, both of which have created their own AI-focused chips to reduce reliance on outside suppliers. OpenAI’s partnership with Broadcom was announced last Oc...

Superhuman just bought GPTZero, the startup that built a name for itself by spotting AI-generated text. The deal terms are secret, but GPTZero’s founder says the company had 19 million users and was pulling in $30 million a year. Not bad for a tool that started as a Princeton thesis project three years ago. This isn’t just a simple acquisition. Superhuman, the company formed when Grammarly took over the email app Superhuman and rebranded, already had its own AI detection feature. Their pitch is straightforward: two detectors are better than one. Grammarly’s version helps users tweak their writing so it doesn’t sound like a bot wrote it. GPTZero, on the other hand, focuses on catching AI slop in the first place. GPTZero was bootstrapped at first, then raised $13.5 million from investors like Uncork Capital and Footwork. It grew fast, turning profitable before most startups even think about it. Now, it’s joining a bigger player with deep pockets and a clear interest in makin...

Meta is now selling smart glasses under its own name, a first for the company. The new Meta Glasses start at $299, come in multiple styles, and are made with EssilorLuxottica, the same partner behind its Ray-Ban and Oakley smart glasses. But this time, the branding is all Meta. These glasses don’t have a display but pack a camera, personal speakers, and a button that launches Meta AI by default. You can ask the assistant about sports scores, restaurant recommendations, or even what you’re looking at. Battery life is a claimed eight hours, with the charging case adding up to 40 more. They also support pedestrian navigation for walking directions and live translation in 14 new languages, including Mandarin and Hindi. The lineup includes the rectangular Meta Adventurer, the boxy Meta Fury, and a slim oval frame co-designed with Kylie Jenner. The move comes a week after Snap launched its own smart glasses, Specs, at a steep $2,195. Meta’s version is far cheaper and skips the a...

Boris Cherny, the mind behind Claude Code, made a bold claim at Meta’s Scale conference last week. When asked if AI loops are just hype, he said they’re the real deal. Two years ago, humans wrote code by hand. Then AI started writing it for us. Now, we’re at the point where AI agents prompt other AI agents to do the writing. Cherny shared how he uses loops in his own work. One agent constantly looks for ways to improve code architecture, while another hunts for duplicate code that can be streamlined. These agents submit changes like human coders and keep running as the code evolves. It’s a big leap from static prompts to a system where AI works continuously in the background. The concept isn’t entirely new. Programmers have long used recursive loops where a function calls itself until a task is done. But AI loops are different. They rely on sub-agents to decide when to stop, not a fixed rule. Some loops, like the Ralph Loop, simply ask the AI if it’s finished its task, bou...

WhatsApp is getting a new boss from an unexpected place. Meta just named Kunal Shah, the founder of Indian fintech giant CRED, to take over as the messaging app’s next leader. The surprise move comes as Shah steps down as CRED’s CEO, though he’ll keep his stake in the company. Meta is also investing $900 million into CRED, making it a minority owner in the startup now valued at $4.5 billion. The change at the top of WhatsApp marks the end of an era. Will Cathcart, who led the app since 2019, is moving to a new product role at Meta after nearly seven years. Under his watch, WhatsApp grew to over three billion users worldwide and rolled out features like Communities, Channels, and AI tools. But its push into digital payments, especially in India, has struggled to match local rivals like PhonePe and Google Pay. India is why this hire makes sense. It’s WhatsApp’s biggest market with over 500 million users, and Meta sees it as the key to unlocking growth in business messaging a...

Two of Anthropic's newest and most powerful AI models, Fable 5 and Mythos 5, were suddenly forced offline by the US government. This swift action came as an "export control order" from the Trump administration, citing unspecified "national security concerns." The unexpected move has sparked widespread debate about who controls advanced artificial intelligence and what happens when the government steps in. The order arrived quickly last Friday evening, demanding that Anthropic prevent its models from being used by any foreign nationals. Given the global nature of tech companies, including many employees who are not US citizens, Anthropic decided the only way to comply was to pull both models entirely. Fable 5 was more public-facing, while Mythos 5 was available to existing users. Reports suggest the White House was alerted by Amazon researchers who allegedly found a way to bypass Fable 5's safety features. Amazon CEO Andy Jassy reportedly took th...

The Trump administration ordered Anthropic to take its two newest AI models offline, claiming national security risks. The catch is that no one outside the White House knows what those risks are. The order came after Amazon researchers reportedly found a way to bypass safety controls on one of the models, and Amazon’s CEO raised concerns directly with the administration. Anthropic responded by pulling the models entirely, arguing it couldn’t reliably block foreign users from accessing them. What makes this move unusual is the speed and the secrecy. The decision dropped on a Friday evening, with no public explanation beyond vague references to national security. Cybersecurity experts quickly pushed back, calling the order dangerous because it removes advanced tools from U.S. defenders. Some even signed an open letter urging the administration to reverse course, arguing that the risks cited aren’t unique to Anthropic and that the ban could leave networks more vulnerable. Ant...

While Apple’s big presentation this month may have highlighted a much smarter Siri, the real story for your everyday life might be the quieter ways artificial intelligence is slipping into your iPhone. Rather than building a single, super-chatty AI assistant, Apple is baking these smart capabilities directly into the apps you already use. It means your phone is getting more helpful without you having to learn a whole new way to interact with it. One of the most practical additions is a new feature that will let you split a restaurant bill right from your phone. Simply snap a photo of the receipt, and your iPhone uses its new "Apple Intelligence" to figure out all the line items, taxes, and tip. You can then pick what you ordered and send a request through Messages for your friends to do the same, making group dining payments a breeze. This smart tool only pops up when you need it and works seamlessly with Apple Cash. Another powerful update focuses on keeping you...

You know those frustrating moments when your passwords are leaked, or you are stuck manually splitting a restaurant bill? Good news is on the way for iPhone users. While everyone is talking about the smarter new Siri, Apple is quietly rolling out a bunch of genuinely useful AI features inside your everyday apps with iOS 27. These aren't flashy chatbots, but rather tools designed to make your iPhone feel a lot more capable and less of a hassle to use. One of the most impactful upgrades will help you keep your online accounts safe. With iOS 27, your iPhone can now automatically spot weak or compromised passwords. If a password has been part of a data breach, the system will securely visit the website, log in for you, and create a brand new, stronger password without you lifting a finger. This could save you a lot of worry and effort in our increasingly digital lives. Imagine taking a picture of a restaurant receipt and having your iPhone instantly figure out who ordered ...

One of the brightest minds in artificial intelligence research, John Jumper, who recently shared a Nobel Prize in Chemistry, just announced a big move. After nearly nine years with Google DeepMind, he is heading to Anthropic, one of DeepMind’s key competitors in the race to build advanced AI. This comes as a significant shift in the closely watched world of AI talent. Jumper, who helped lead DeepMind’s groundbreaking AlphaFold team, shared his gratitude for his time at Google. He specifically mentioned how DeepMind CEO Demis Hassabis gave him a chance to lead AlphaFold just six months after he finished his PhD. Jumper credited the entire DeepMind team for teaching him a great deal about conducting cutting-edge science. He expressed excitement for DeepMind's future discoveries even as he moves on. This departure is not an isolated incident. Another prominent figure, Noam Shazeer, a co-founder of Character AI, also announced his exit from DeepMind this week. Shazeer is r...