Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot, that level of imprecision is the difference between a successful mission and a costly failure. These machines require pinpoint accuracy to operate safely and efficiently. Addressing this critical challenge, researchers from the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland have introduced a groundbreaking new method for visual localization during CVPR 2025 Their new paper, “FG2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching,” presents a novel AI model that significantly enhances the ability of a ground-level system, like an autonomous car, to determine its exact position and orientation using only a camera and a corresponding aerial (or satellite) image. The new approach has demonstrated a remarkable 28% reduction in mean localization error compared to the previous state-of-the-art on a challenging public dataset. Key Takeaways: Superior Accuracy: The FG2 model reduces the average localization error by a significant 28% on the VIGOR cross-area test set, a challenging benchmark for this task. Human-like Intuition: Instead of relying on abstract descriptors, the model mimics human reasoning by matching fine-grained, semantically consistent features—like curbs, crosswalks, and buildings—between a ground-level photo and an aerial map. Enhanced Interpretability: The method allows researchers to “see” what the AI is “thinking” by visualizing exactly which features in the ground and aerial images are being matched, a major step forward from previous “black box” models. Weakly Supervised Learning: Remarkably, the model learns these complex and consistent feature matches without any direct labels for correspondences. It achieves this using only the final camera pose as a supervisory signal. Challenge: Seeing the World from Two Different Angles The core problem of cross-view localization is the dramatic difference in perspective between a street-level camera and an overhead satellite view. A building facade seen from the ground looks completely different from its rooftop signature in an aerial image. Existing methods have struggled with this. Some create a general “descriptor” for the entire scene, but this is an abstract approach that doesn’t mirror how humans naturally localize themselves by spotting specific landmarks. Other methods transform the ground image into a Bird’s-Eye-View (BEV) but are often limited to the ground plane, ignoring crucial vertical structures like buildings. FG2: Matching Fine-Grained Features The EPFL team’s FG2 method introduces a more intuitive and effective process. It aligns two sets of points: one generated from the ground-level image and another sampled from the aerial map. Here’s a breakdown of their innovative pipeline: Mapping to 3D: The process begins by taking the features from the ground-level image and lifting them into a 3D point cloud centered around the camera. This creates a 3D representation of the immediate environment. Smart Pooling to BEV: This is where the magic happens. Instead of simply flattening the 3D data, the model learns to intelligently select the most important features along the vertical (height) dimension for each point. It essentially asks, “For this spot on the map, is the ground-level road marking more important, or is the edge of that building’s roof the better landmark?” This selection process is crucial, as it allows the model to correctly associate features like building facades with their corresponding rooftops in the aerial view. Feature Matching and Pose Estimation: Once both the ground and aerial views are represented as 2D point planes with rich feature descriptors, the model computes the similarity between them. It then samples a sparse set of the most confident matches and uses a classic geometric algorithm called Procrustes alignment to calculate the precise 3-DoF (x, y, and yaw) pose. Unprecedented Performance and Interpretability The results speak for themselves. On the challenging VIGOR dataset, which includes images from different cities in its cross-area test, FG2 reduced the mean localization error by 28% compared to the previous best method. It also demonstrated superior generalization capabilities on the KITTI dataset, a staple in autonomous driving research. Perhaps more importantly, the FG2 model offers a new level of transparency. By visualizing the matched points, the researchers showed that the model learns semantically consistent correspondences without being explicitly told to. For example, the system correctly matches zebra crossings, road markings, and even building facades in the ground view to their corresponding locations on the aerial map. This interpretability is extremenly valuable for building trust in safety-critical autonomous systems. “A Clearer Path” for Autonomous Navigation The FG2 method represents a significant leap forward in fine-grained visual localization. By developing a model that intelligently selects and matches features in a way that mirrors human intuition, the EPFL researchers have not only shattered previous accuracy records but also made the decision-making process of the AI more interpretable. This work paves the way for more robust and reliable navigation systems for autonomous vehicles, drones, and robots, bringing us one step closer to a future where machines can confidently navigate our world, even when GPS fails them. Check out the Paper. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 100k+ ML SubReddit and Subscribe to our Newsletter. Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/AI-Generated Ad Created with Google’s Veo3 Airs During NBA Finals, Slashing Production Costs by 95%Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Highlighted at CVPR 2025: Google DeepMind’s ‘Motion Prompting’ Paper Unlocks Granular Video ControlJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Snowflake Charts New AI Territory: Cortex AISQL & Snowflake Intelligence Poised to Reshape Data AnalyticsJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Exclusive Talk: Joey Conway of NVIDIA on Llama Nemotron Ultra and Open Source Models

Once again, Sam Altman wants to show you the future. The CEO of OpenAI is standing on a sparse stage in San Francisco, preparing to reveal his next move to an attentive crowd. “We needed some way for identifying, authenticating humans in the age of AGI,” Altman explains, referring to artificial general intelligence. “We wanted a way to make sure that humans stayed special and central.” The solution Altman came up with is looming behind him. It’s a white sphere about the size of a beach ball, with a camera at its center. The company that makes it, known as Tools for Humanity, calls this mysterious device the Orb. Stare into the heart of the plastic-and-silicon globe and it will map the unique furrows and ciliary zones of your iris. Seconds later, you’ll receive inviolable proof of your humanity: a 12,800-digit binary number, known as an iris code, sent to an app on your phone. At the same time, a packet of cryptocurrency called Worldcoin, worth approximately $42, will be transferred to your digital wallet—your reward for becoming a “verified human.” Altman co-founded Tools for Humanity in 2019 as part of a suite of companies he believed would reshape the world. Once the tech he was developing at OpenAI passed a certain level of intelligence, he reasoned, it would mark the end of one era on the Internet and the beginning of another, in which AI became so advanced, so human-like, that you would no longer be able to tell whether what you read, saw, or heard online came from a real person. When that happened, Altman imagined, we would need a new kind of online infrastructure: a human-verification layer for the Internet, to distinguish real people from the proliferating number of bots and AI “agents.”And so Tools for Humanity set out to build a global “proof-of-humanity” network. It aims to verify 50 million people by the end of 2025; ultimately its goal is to sign up every single human being on the planet. The free crypto serves as both an incentive for users to sign up, and also an entry point into what the company hopes will become the world’s largest financial network, through which it believes “double-digit percentages of the global economy” will eventually flow. Even for Altman, these missions are audacious. “If this really works, it’s like a fundamental piece of infrastructure for the world,” Altman tells TIME in a video interview from the passenger seat of a car a few days before his April 30 keynote address.Internal hardware of the Orb in mid-assembly in March. Davide Monteleone for TIMEThe project’s goal is to solve a problem partly of Altman’s own making. In the near future, he and other tech leaders say, advanced AIs will be imbued with agency: the ability to not just respond to human prompting, but to take actions independently in the world. This will enable the creation of AI coworkers that can drop into your company and begin solving problems; AI tutors that can adapt their teaching style to students’ preferences; even AI doctors that can diagnose routine cases and handle scheduling or logistics. The arrival of these virtual agents, their venture capitalist backers predict, will turbocharge our productivity and unleash an age of material abundance.But AI agents will also have cascading consequences for the human experience online. “As AI systems become harder to distinguish from people, websites may face difficult trade-offs,” says a recent paper by researchers from 25 different universities, nonprofits, and tech companies, including OpenAI. “There is a significant risk that digital institutions will be unprepared for a time when AI-powered agents, including those leveraged by malicious actors, overwhelm other activity online.” On social-media platforms like X and Facebook, bot-driven accounts are amassing billions of views on AI-generated content. In April, the foundation that runs Wikipedia disclosed that AI bots scraping their site were making the encyclopedia too costly to sustainably run. Later the same month, researchers from the University of Zurich found that AI-generated comments on the subreddit /r/ChangeMyView were up to six times more successful than human-written ones at persuading unknowing users to change their minds.  Photograph by Davide Monteleone for TIMEBuy a copy of the Orb issue hereThe arrival of agents won’t only threaten our ability to distinguish between authentic and AI content online. It will also challenge the Internet’s core business model, online advertising, which relies on the assumption that ads are being viewed by humans. “The Internet will change very drastically sometime in the next 12 to 24 months,” says Tools for Humanity CEO Alex Blania. “So we have to succeed, or I’m not sure what else would happen.”For four years, Blania’s team has been testing the Orb’s hardware abroad. Now the U.S. rollout has arrived. Over the next 12 months, 7,500 Orbs will be arriving in dozens of American cities, in locations like gas stations, bodegas, and flagship stores in Los Angeles, Austin, and Miami. The project’s founders and fans hope the Orb’s U.S. debut will kickstart a new phase of growth. The San Francisco keynote was titled: “At Last.” It’s not clear the public appetite matches the exultant branding. Tools for Humanity has “verified” just 12 million humans since mid 2023, a pace Blania concedes is well behind schedule. Few online platforms currently support the so-called “World ID” that the Orb bestows upon its visitors, leaving little to entice users to give up their biometrics beyond the lure of free crypto. Even Altman isn’t sure whether the whole thing can work. “I can see [how] this becomes a fairly mainstream thing in a few years,” he says. “Or I can see that it’s still only used by a small subset of people who think about the world in a certain way.” Blania (left) and Altman debut the Orb at World’s U.S. launch in San Francisco on April 30, 2025. Jason Henry—The New York Times/ReduxYet as the Internet becomes overrun with AI, the creators of this strange new piece of hardware are betting that everybody in the world will soon want—or need—to visit an Orb. The biometric code it creates, they predict, will become a new type of digital passport, without which you might be denied passage to the Internet of the future, from dating apps to government services. In a best-case scenario, World ID could be a privacy-preserving way to fortify the Internet against an AI-driven deluge of fake or deceptive content. It could also enable the distribution of universal basic income (UBI)—a policy that Altman has previously touted—as AI automation transforms the global economy. To examine what this new technology might mean, I reported from three continents, interviewed 10 Tools for Humanity executives and investors, reviewed hundreds of pages of company documents, and “verified” my own humanity. The Internet will inevitably need some kind of proof-of-humanity system in the near future, says Divya Siddarth, founder of the nonprofit Collective Intelligence Project. The real question, she argues, is whether such a system will be centralized—“a big security nightmare that enables a lot of surveillance”—or privacy-preserving, as the Orb claims to be. Questions remain about Tools for Humanity’s corporate structure, its yoking to an unstable cryptocurrency, and what power it would concentrate in the hands of its owners if successful. Yet it’s also one of the only attempts to solve what many see as an increasingly urgent problem. “There are some issues with it,” Siddarth says of World ID. “But you can’t preserve the Internet in amber. Something in this direction is necessary.”In March, I met Blania at Tools for Humanity’s San Francisco headquarters, where a large screen displays the number of weekly “Orb verifications” by country. A few days earlier, the CEO had attended a $1 million-per-head dinner at Mar-a-Lago with President Donald Trump, whom he credits with clearing the way for the company’s U.S. launch by relaxing crypto regulations. “Given Sam is a very high profile target,” Blania says, “we just decided that we would let other companies fight that fight, and enter the U.S. once the air is clear.” As a kid growing up in Germany, Blania was a little different than his peers. “Other kids were, like, drinking a lot, or doing a lot of parties, and I was just building a lot of things that could potentially blow up,” he recalls. At the California Institute of Technology, where he was pursuing research for a masters degree, he spent many evenings reading the blogs of startup gurus like Paul Graham and Altman. Then, in 2019, Blania received an email from Max Novendstern, an entrepreneur who had been kicking around a concept with Altman to build a global cryptocurrency network. They were looking for technical minds to help with the project. Over cappuccinos, Altman told Blania he was certain about three things. First, smarter-than-human AI was not only possible, but inevitable—and it would soon mean you could no longer assume that anything you read, saw, or heard on the Internet was human-created. Second, cryptocurrency and other decentralized technologies would be a massive force for change in the world. And third, scale was essential to any crypto network’s value. The Orb is tested on a calibration rig, surrounded by checkerboard targets to ensure precision in iris detection. Davide Monteleone for TIMEThe goal of Worldcoin, as the project was initially called, was to combine those three insights. Altman took a lesson from PayPal, the company co-founded by his mentor Peter Thiel. Of its initial funding, PayPal spent less than $10 million actually building its app—but pumped an additional $70 million or so into a referral program, whereby new users and the person who invited them would each receive $10 in credit. The referral program helped make PayPal a leading payment platform. Altman thought a version of that strategy would propel Worldcoin to similar heights. He wanted to create a new cryptocurrency and give it to users as a reward for signing up. The more people who joined the system, the higher the token’s value would theoretically rise. Since 2019, the project has raised $244 million from investors like Coinbase and the venture capital firm Andreessen Horowitz. That money paid for the $50 million cost of designing the Orb, plus maintaining the software it runs on. The total market value of all Worldcoins in existence, however, is far higher—around $12 billion. That number is a bit misleading: most of those coins are not in circulation and Worldcoin’s price has fluctuated wildly. Still, it allows the company to reward users for signing up at no cost to itself. The main lure for investors is the crypto upside. Some 75% of all Worldcoins are set aside for humans to claim when they sign up, or as referral bonuses. The remaining 25% are split between Tools for Humanity’s backers and staff, including Blania and Altman. “I’m really excited to make a lot of money,” ” Blania says.From the beginning, Altman was thinking about the consequences of the AI revolution he intended to unleash. (On May 21, he announced plans to team up with famed former Apple designer Jony Ive on a new AI personal device.) A future in which advanced AI could perform most tasks more effectively than humans would bring a wave of unemployment and economic dislocation, he reasoned. Some kind of wealth redistribution might be necessary. In 2016, he partially funded a study of basic income, which gave $1,000 per-month handouts to low-income individuals in Illinois and Texas. But there was no single financial system that would allow money to be sent to everybody in the world. Nor was there a way to stop an individual human from claiming their share twice—or to identify a sophisticated AI pretending to be human and pocketing some cash of its own. In 2023, Tools for Humanity raised the possibility of using the network to redistribute the profits of AI labs that were able to automate human labor. “As AI advances,” it said, “fairly distributing access and some of the created value through UBI will play an increasingly vital role in counteracting the concentration of economic power.”Blania was taken by the pitch, and agreed to join the project as a co-founder. “Most people told us we were very stupid or crazy or insane, including Silicon Valley investors,” Blania says. At least until ChatGPT came out in 2022, transforming OpenAI into one of the world’s most famous tech companies and kickstarting a market bull-run. “Things suddenly started to make more and more sense to the external world,” Blania says of the vision to develop a global “proof-of-humanity” network. “You have to imagine a world in which you will have very smart and competent systems somehow flying through the Internet with different goals and ideas of what they want to do, and us having no idea anymore what we’re dealing with.”After our interview, Blania’s head of communications ushers me over to a circular wooden structure where eight Orbs face one another. The scene feels like a cross between an Apple Store and a ceremonial altar. “Do you want to get verified?” she asks. Putting aside my reservations for the purposes of research, I download the World App and follow its prompts. I flash a QR code at the Orb, then gaze into it. A minute or so later, my phone buzzes with confirmation: I’ve been issued my own personal World ID and some Worldcoin.The first thing the Orb does is check if you’re human, using a neural network that takes input from various sensors, including an infrared camera and a thermometer. Davide Monteleone for TIMEWhile I stared into the Orb, several complex procedures had taken place at once. A neural network took inputs from multiple sensors—an infrared camera, a thermometer—to confirm I was a living human. Simultaneously, a telephoto lens zoomed in on my iris, capturing the physical traits within that distinguish me from every other human on Earth. It then converted that image into an iris code: a numerical abstraction of my unique biometric data. Then the Orb checked to see if my iris code matched any it had seen before, using a technique allowing encrypted data to be compared without revealing the underlying information. Before the Orb deleted my data, it turned my iris code into several derivative codes—none of which on its own can be linked back to the original—encrypted them, deleted the only copies of the decryption keys, and sent each one to a different secure server, so that future users’ iris codes can be checked for uniqueness against mine. If I were to use my World ID to access a website, that site would learn nothing about me except that I’m human. The Orb is open-source, so outside experts can examine its code and verify the company’s privacy claims. “I did a colonoscopy on this company and these technologies before I agreed to join,” says Trevor Traina, a Trump donor and former U.S. ambassador to Austria who now serves as Tools for Humanity’s chief business officer. “It is the most privacy-preserving technology on the planet.”Only weeks later, when researching what would happen if I wanted to delete my data, do I discover that Tools for Humanity’s privacy claims rest on what feels like a sleight of hand. The company argues that in modifying your iris code, it has “effectively anonymized” your biometric data. If you ask Tools for Humanity to delete your iris codes, they will delete the one stored on your phone, but not the derivatives. Those, they argue, are no longer your personal data at all. But if I were to return to an Orb after deleting my data, it would still recognize those codes as uniquely mine. Once you look into the Orb, a piece of your identity remains in the system forever. If users could truly delete that data, the premise of one ID per human would collapse, Tools for Humanity’s chief privacy officer Damien Kieran tells me when I call seeking an explanation. People could delete and sign up for new World IDs after being suspended from a platform. Or claim their Worldcoin tokens, sell them, delete their data, and cash in again. This argument fell flat with European Union regulators in Germany, who recently declared that the Orb posed “fundamental data protection issues” and ordered the company to allow European users to fully delete even their anonymized data. (Tools for Humanity has appealed; the regulator is now reassessing the decision.) “Just like any other technology service, users cannot delete data that is not personal data,” Kieran said in a statement. “If a person could delete anonymized data that can’t be linked to them by World or any third party, it would allow bad actors to circumvent the security and safety that World ID is working to bring to every human.”On a balmy afternoon this spring, I climb a flight of stairs up to a room above a restaurant in an outer suburb of Seoul. Five elderly South Koreans tap on their phones as they wait to be “verified” by the two Orbs in the center of the room. “We don’t really know how to distinguish between AI and humans anymore,” an attendant in a company t-shirt explains in Korean, gesturing toward the spheres. “We need a way to verify that we’re human and not AI. So how do we do that? Well, humans have irises, but AI doesn’t.”The attendant ushers an elderly woman over to an Orb. It bleeps. “Open your eyes,” a disembodied voice says in English. The woman stares into the camera. Seconds later, she checks her phone and sees that a packet of Worldcoin worth 75,000 Korean won (about $54) has landed in her digital wallet. Congratulations, the app tells her. You are now a verified human.A visitor views the Orbs in Seoul on April 14, 2025. Taemin Ha for TIMETools for Humanity aims to “verify” 1 million Koreans over the next year. Taemin Ha for TIMEA couple dozen Orbs have been available in South Korea since 2023, verifying roughly 55,000 people. Now Tools for Humanity is redoubling its efforts there. At an event in a traditional wooden hanok house in central Seoul, an executive announces that 250 Orbs will soon be dispersed around the country—with the aim of verifying 1 million Koreans in the next 12 months. South Korea has high levels of smartphone usage, crypto and AI adoption, and Internet access, while average wages are modest enough for the free Worldcoin on offer to still be an enticing draw—all of which makes it fertile testing ground for the company’s ambitious global expansion. Yet things seem off to a slow start. In a retail space I visited in central Seoul, Tools for Humanity had constructed a wooden structure with eight Orbs facing each other. Locals and tourists wander past looking bemused; few volunteer themselves up. Most who do tell me they are crypto enthusiasts who came intentionally, driven more by the spirit of early adoption than the free coins. The next day, I visit a coffee shop in central Seoul where a chrome Orb sits unassumingly in one corner. Wu Ruijun, a 20-year-old student from China, strikes up a conversation with the barista, who doubles as the Orb’s operator. Wu was invited here by a friend who said both could claim free cryptocurrency if he signed up. The barista speeds him through the process. Wu accepts the privacy disclosure without reading it, and widens his eyes for the Orb. Soon he’s verified. “I wasn’t told anything about the privacy policy,” he says on his way out. “I just came for the money.”As Altman’s car winds through San Francisco, I ask about the vision he laid out in 2019: that AI would make it harder for us to trust each other online. To my surprise, he rejects the framing. “I’m much more [about] like: what is the good we can create, rather than the bad we can stop?” he says. “It’s not like, ‘Oh, we’ve got to avoid the bot overrun’ or whatever. It’s just that we can do a lot of special things for humans.” It’s an answer that may reflect how his role has changed over the years. Altman is now the chief public cheerleader of a $300 billion company that’s touting the transformative utility of AI agents. The rise of agents, he and others say, will be a boon for our quality of life—like having an assistant on hand who can answer your most pressing questions, carry out mundane tasks, and help you develop new skills. It’s an optimistic vision that may well pan out. But it doesn’t quite fit with the prophecies of AI-enabled infopocalypse that Tools for Humanity was founded upon.Altman waves away a question about the influence he and other investors stand to gain if their vision is realized. Most holders, he assumes, will have already started selling their tokens—too early, he adds. “What I think would be bad is if an early crew had a lot of control over the protocol,” he says, “and that’s where I think the commitment to decentralization is so cool.” Altman is referring to the World Protocol, the underlying technology upon which the Orb, Worldcoin, and World ID all rely. Tools for Humanity is developing it, but has committed to giving control to its users over time—a process they say will prevent power from being concentrated in the hands of a few executives or investors. Tools for Humanity would remain a for-profit company, and could levy fees on platforms that use World ID, but other companies would be able to compete for customers by building alternative apps—or even alternative Orbs. The plan draws on ideas that animated the crypto ecosystem in the late 2010s and early 2020s, when evangelists for emerging blockchain technologies argued that the centralization of power—especially in large so-called “Web 2.0” tech companies—was responsible for many of the problems plaguing the modern Internet. Just as decentralized cryptocurrencies could reform a financial system controlled by economic elites, so too would it be possible to create decentralized organizations, run by their members instead of CEOs. How such a system might work in practice remains unclear. “Building a community-based governance system,” Tools for Humanity says in a 2023 white paper, “represents perhaps the most formidable challenge of the entire project.”Altman has a pattern of making idealistic promises that shift over time. He founded OpenAI as a nonprofit in 2015, with a mission to develop AGI safely and for the benefit of all humanity. To raise money, OpenAI restructured itself as a for-profit company in 2019, but with overall control still in the hands of its nonprofit board. Last year, Altman proposed yet another restructure—one which would dilute the board’s control and allow more profits to flow to shareholders. Why, I ask, should the public trust Tools for Humanity’s commitment to freely surrender influence and power? “I think you will just see the continued decentralization via the protocol,” he says. “The value here is going to live in the network, and the network will be owned and governed by a lot of people.” Altman talks less about universal basic income these days. He recently mused about an alternative, which he called “universal basic compute.” Instead of AI companies redistributing their profits, he seemed to suggest, they could instead give everyone in the world fair access to super-powerful AI. Blania tells me he recently “made the decision to stop talking” about UBI at Tools for Humanity. “UBI is one potential answer,” he says. “Just giving [people] access to the latest [AI] models and having them learn faster and better is another.” Says Altman: “I still don’t know what the right answer is. I believe we should do a better job of distribution of resources than we currently do.” When I probe the question of why people should trust him, Altman gets irritated. “I understand that you hate AI, and that’s fine,” he says. “If you want to frame it as the downside of AI is that there’s going to be a proliferation of very convincing AI systems that are pretending to be human, and we need ways to know what is really human-authorized versus not, then yeah, I think you can call that a downside of AI. It’s not how I would naturally frame it.” The phrase human-authorized hints at a tension between World ID and OpenAI’s plans for AI agents. An Internet where a World ID is required to access most services might impede the usefulness of the agents that OpenAI and others are developing. So Tools for Humanity is building a system that would allow users to delegate their World ID to an agent, allowing the bot to take actions online on their behalf, according to Tiago Sada, the company’s chief product officer. “We’ve built everything in a way that can be very easily delegatable to an agent,” Sada says. It’s a measure that would allow humans to be held accountable for the actions of their AIs. But it suggests that Tools for Humanity’s mission may be shifting beyond simply proving humanity, and toward becoming the infrastructure that enables AI agents to proliferate with human authorization. World ID doesn’t tell you whether a piece of content is AI-generated or human-generated; all it tells you is whether the account that posted it is a human or a bot. Even in a world where everybody had a World ID, our online spaces might still be filled with AI-generated text, images, and videos.As I say goodbye to Altman, I’m left feeling conflicted about his project. If the Internet is going to be transformed by AI agents, then some kind of proof-of-humanity system will almost certainly be necessary. Yet if the Orb becomes a piece of Internet infrastructure, it could give Altman—a beneficiary of the proliferation of AI content—significant influence over a leading defense mechanism against it. People might have no choice but to participate in the network in order to access social media or online services.I thought of an encounter I witnessed in Seoul. In the room above the restaurant, Cho Jeong-yeon, 75, watched her friend get verified by an Orb. Cho had been invited to do the same, but demurred. The reward wasn’t enough for her to surrender a part of her identity. “Your iris is uniquely yours, and we don’t really know how it might be used,” she says. “Seeing the machine made me think: are we becoming machines instead of humans now? Everything is changing, and we don’t know how it’ll all turn out.”—With reporting by Stephen Kim/Seoul. This story was supported by Tarbell Grants.Correction, May 30The original version of this story misstated the market capitalization of Worldcoin if all coins were in circulation. It is $12 billion, not $1.2 billion.

Modern software engineering faces growing challenges in accurately retrieving and understanding code across diverse programming languages and large-scale codebases. Existing embedding models often struggle to capture the deep semantics of code, resulting in poor performance in tasks such as code search, RAG, and semantic analysis. These limitations hinder developers’ ability to efficiently locate relevant code snippets, reuse components, and manage large projects effectively. As software systems grow increasingly complex, there is a pressing need for more effective, language-agnostic representations of code that can power reliable and high-quality retrieval and reasoning across a wide range of development tasks.  Mistral AI has introduced Codestral Embed, a specialized embedding model built specifically for code-related tasks. Designed to handle real-world code more effectively than existing solutions, it enables powerful retrieval capabilities across large codebases. What sets it apart is its flexibility—users can adjust embedding dimensions and precision levels to balance performance with storage efficiency. Even at lower dimensions, such as 256 with int8 precision, Codestral Embed reportedly surpasses top models from competitors like OpenAI, Cohere, and Voyage, offering high retrieval quality at a reduced storage cost. Beyond basic retrieval, Codestral Embed supports a wide range of developer-focused applications. These include code completion, explanation, editing, semantic search, and duplicate detection. The model can also help organize and analyze repositories by clustering code based on functionality or structure, eliminating the need for manual supervision. This makes it particularly useful for tasks like understanding architectural patterns, categorizing code, or supporting automated documentation, ultimately helping developers work more efficiently with large and complex codebases.  Codestral Embed is tailored for understanding and retrieving code efficiently, especially in large-scale development environments. It powers retrieval-augmented generation by quickly fetching relevant context for tasks like code completion, editing, and explanation—ideal for use in coding assistants and agent-based tools. Developers can also perform semantic code searches using natural language or code queries to find relevant snippets. Its ability to detect similar or duplicated code helps with reuse, policy enforcement, and cleaning up redundancy. Additionally, it can cluster code by functionality or structure, making it useful for repository analysis, spotting architectural patterns, and enhancing documentation workflows.  Codestral Embed is a specialized embedding model designed to enhance code retrieval and semantic analysis tasks. It surpasses existing models, such as OpenAI’s and Cohere’s, in benchmarks like SWE-Bench Lite and CodeSearchNet. The model offers customizable embedding dimensions and precision levels, allowing users to effectively balance performance and storage needs. Key applications include retrieval-augmented generation, semantic code search, duplicate detection, and code clustering. Available via API at $0.15 per million tokens, with a 50% discount for batch processing, Codestral Embed supports various output formats and dimensions, catering to diverse development workflows. In conclusion, Codestral Embed offers customizable embedding dimensions and precisions, enabling developers to strike a balance between performance and storage efficiency. Benchmark evaluations indicate that Codestral Embed surpasses existing models like OpenAI’s and Cohere’s in various code-related tasks, including retrieval-augmented generation and semantic code search. Its applications span from identifying duplicate code segments to facilitating semantic clustering for code analytics. Available through Mistral’s API, Codestral Embed provides a flexible and efficient solution for developers seeking advanced code understanding capabilities.  vides valuable insights for the community. Check out the Technical details. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 95k+ ML SubReddit and Subscribe to our Newsletter. Sana HassanSana Hassan, a consulting intern at Marktechpost and dual-degree student at IIT Madras, is passionate about applying technology and AI to address real-world challenges. With a keen interest in solving practical problems, he brings a fresh perspective to the intersection of AI and real-life solutions.Sana Hassanhttps://www.marktechpost.com/author/sana-hassan/Off-Policy Reinforcement Learning RL with KL Divergence Yields Superior Reasoning in Large Language ModelsSana Hassanhttps://www.marktechpost.com/author/sana-hassan/This AI Paper from Microsoft Introduces WINA: A Training-Free Sparse Activation Framework for Efficient Large Language Model InferenceSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Apple and Duke Researchers Present a Reinforcement Learning Approach That Enables LLMs to Provide Intermediate Answers, Enhancing Speed and AccuracySana Hassanhttps://www.marktechpost.com/author/sana-hassan/National University of Singapore Researchers Introduce Dimple: A Discrete Diffusion Multimodal Language Model for Efficient and Controllable Text Generation

The upcoming WWDC keynote may not help raise the profile and functionality of Apple Intelligence much, with a report claiming Apple's AI announcements will be sparse, and disappointing.Apple Intelligence shown off at WWDC 2024 - Image Credit: AppleFollowing the introduction of Apple Intelligence at WWDC in 2024, the AI effort at Apple has endured an agonizingly slow and rocky rollout. While the 2025 event offers an opportunity for Apple to turn things around, a report offers little hope that Apple will do just that.According to Sunday's "Power On" newsletter from Bloomberg, sources within Apple believe that WWDC will be a disappointment form an AI perspective. In the wake of the Google I/O keynote offering massive new AI features and advancements, WWDC could make Apple seem like it is falling behind the rest of the industry. Rumor Score: 🤯 Likely Continue Reading on AppleInsider | Discuss on our Forums

On June 5, after years of rumors and anticipation, Nintendo will finally launch the Nintendo Switch 2 worldwide. Preorders are already mostly sold out with millions of gamers anxiously awaiting Mario Kart World Tour and new on-the-go ports of Street Fighter 6 and Cyberpunk 2077. Of course Nintendo is no stranger to the hardware business, launching more than a dozen consoles and portables since the Nintendo Entertainment System (NES). And there have been many ups and downs over the last four decades. When considering which Nintendo system actually had the best launch, we looked at the quality and quantity of games at release, price, as well as the overall impressiveness of the hardware at launch. This retrospective also considers only the North American launches of each system. With that in mind, this is the definitive ranking of all of Nintendo’s console and portable launches since the NES gave the world a red-capped Italian plumber!  13. Virtual Boy Since entering the video game market in the 1970s, Nintendo has rarely encountered a massive failure, but it’s hard to see the Virtual Boy as anything but a colossal misstep, albeit an ambitious one. A home VR system in the mid-‘90s was literally decades ahead of its time, but nothing about it was really consumer friendly. Despite being marketed as a Game Boy successor, the Virtual Boy wasn’t really portable, and at home, it required a table to play. And while the black and white monochrome screen was fine for the original Game Boy, the Virtual Boy’s red and black monochrome display was known to just cause headaches. As for the launch games, they were aggressively… okay? Mario’s Tennis is a perfectly competent, if barebones, tennis game. Meanwhile Teleroboxer was an interesting, just not terribly compelling Punch-Out!! successor. But even if the games were decent, the controller, a god-awful monstrosity mixing the worst aspects of the SNES and N64 controllers, didn’t do these titles any favors. The launch price, equivalent to around $370 USD in 2025 dollars, was the final nail in the Virtual Boy’s coffin, and Nintendo quietly discontinued the console a year after release. 12. Wii U The Wii U is Nintendo’s worst selling console by a large margin, and the problems really were evident from the beginning. The tablet controller was an interesting idea but just not as engaging or innovative as the Wii’s motion controls. Nintendo really banked on Nintendo Land showcasing what the system could do and banked on it being their next Wii Sports, but it ended up just showing how limited the new console really was. And while Mario games have historically been system sellers, New Super Mario Bros. U was largely a rehash of its Wii predecessor, just with HD graphics. It’s a fine platformer, but a surprisingly average Mario game. Beyond that, the launch lineup was largely made up of third party ports, some of which had been available on other consoles for years at that point. It’s easy to see why so many people were confused about whether the Wii U was a new console or an upgrade of the Wii, and why so many of those who understood what it was ended up skipping it, even if the $300 launch price was competitive. 11. Game Boy Color If we were looking at the entire history of Nintendo consoles, the Game Boy Color would certainly rank higher, but Nintendo just didn’t put much effort into its launch, likely because Nintendo absolutely dominated the handheld gaming market at the time. They didn’t have to work very hard to sell this thing. They knew the players would show up. The highlight of the Game Boy Color’s launch in 1998 was Game & Watch Gallery 2, a color collection of the old handheld titles Nintendo made in the ‘80s. It actually was a very good showcase of the GBC’s better color graphics, but it wasn’t the type of game that had much staying power. The other launch titles, Pocket Bomberman, Centipede, and Tetris DX, a colorized version of the original Game Boy’s Tetris launch title, were similarly serviceable but largely forgettable, because seriously, who was dying to play a colorized version of Game Boy Tetris at that point? But at $79.95, the launch price was right, and the GBC quickly built an impressive library of exclusives. 10. Nintendo 3DS When the 3DS was first revealed in 2010, its glasses-free stereoscopic 3D generated an immense amount of buzz. Sadly, a botched launch promptly killed a lot of that momentum. Nintendo’s first party offerings were all oddly disappointing. Pilotwings had been a solid launch series in the past, but Pilotwings Resort lacked a lot of content compared to its predecessors. Steel Diver was an interesting submarine sim that just didn’t quite click. And Nintendogs + Cats, well… it was more Nintendogs for whatever that’s worth. The launch lineup wasn’t all disappointments, however. Street Fighter IV 3D Edition and Rayman 3D were excellent ports of console games, and Tom Clancy’s Ghost Recon: Shadow Wars remains an underrated gem of a tactics game. But arguably the biggest knock against the 3DS was its price. The handheld launched at $250, a price that many gamers balked at. Nintendo was forced to cut the price to $170 just a few months later. Early adopters were compensated with a collection of 20 NES and GBA games, but so many unnecessary missteps left a bad taste in the mouths of many Nintendo fans, and it seems like the 3DS never quite reached its full potential. 9. Nintendo 64 I remember first playing Super Mario 64 in a Toys ‘R Us in 1996 before the U.S. launch and being absolutely blown away. I had never used an analog controller before that let me control how fast or slow my character on screen moved. There had been plenty of 3D platformers prior to that point, but Mario’s first 3D outing truly felt like a giant leap forward for gaming thanks to its silky smooth controls and innovative open world gameplay. Join our mailing list Get the best of Den of Geek delivered right to your inbox! The problem with N64’s launch is that there just wasn’t much else to it. It only launched in the U.S. with Super Mario 64 and Pilotwings 64, which was another excellent showcase for what the console could do, but once you played through those games, new releases were sparse, and expensive, an issue that would continue to plague the console for its entire lifespan. The N64 certainly had quality games, it just could never get much quantity. And while the $250 launch price was reasonable, it was only $50 cheaper than a PlayStation at the time, and given that the PS1 had a much larger library, and its games tended to be cheaper, it’s easy to see why Sony’s console outsold Nintendo’s by a large margin in the late ‘90s. 8. Nintendo DS Nintendo didn’t really seem to know what the DS was supposed to be at first. Seemingly rushed to market in late 2004 to get ahead of the imminent Sony PSP launch, the DS was initially marketed as a “third pillar” system that would sit on shelves alongside the GameCube and Game Boy Advance, though it quickly elbowed the GBA out of the handheld space.  That wasn’t exactly thanks to a great launch lineup though. Super Mario 64 DSFeel the Magic: XY/XX was a weird and wonderful minigame showcase of the handheld’s new features, but it had little mass market appeal. And while games like Madden NFL 2005, Spider-Man 2, and Urbz: Sims in the City were all perfectly serviceable, none of them were on par with their console counterparts. But at $150, the DS was $100 cheaper than the PSP, and that easily helped it become a bestseller.  7. Nintendo Switch  In 2025 the Switch is an undisputed massive success, but its launch in 2017 was very much a mixed bag. First the good: the hardware, though underpowered compared to competitors, is fantastic. Being able to seamlessly switch between playing games on a TV and on the go is a wonderful innovation. The Switch feels great in your hands, and the Joy-Cons still offer some of the best feedback of any controller on the market. It was clear that the system had massive potential from the start, and the $300 launch price undercut both Sony and Microsoft. But the launch lineup was the definition of a one trick pony. Yes, The Legend of Zelda: The Breath of the Wild was an instant classic and absolutely deserves to be in the conversation of the greatest games of all time. But beyond that, how many people even remember the Switch’s other launch games? 1-2 Switch is a lame minigame collection. Super Bomberman R had potential as a launch exclusive, but turned out to be a middling entry in the long running franchise. And ports of Just Dance 2017 and Skylanders: Imaginators weren’t exactly moving systems. Still, the success of the Nintendo Switch makes a really good case that all a console needs to be successful is a great design and one killer app. 6. Game Boy When it launched in 1989, the Game Boy was woefully underpowered and lacked the color screen of competitors like the Sega Game Gear and Atari Lynx. It didn’t really matter though. First Nintendo understood that less power meant longer battery life, which is still about the most important feature for portable gaming. More importantly, the Game Boy had a secret weapon: Tetris.  The classic puzzler was a pack-in title for the Game Boy at launch, the equivalent of giving the first hit away for free to get gamers hooked. At $89.99, the launch bundle was an absolute steal. Along with Tetris, Super Mario Land was a quirky and unique take on the Mario series that was well worth checking out, while ports of Tennis and Baseball from the NES library kept people hooked as the Game Boy gained momentum.  5. GameCube The GameCube launch is both better and worse than you remember it. While the console was kind of knocked for not having any truly great exclusives at launch, the exclusives that were released have actually aged rather well. This was a system where you could pick up Luigi’s Mansion, Wave Race: Blue Storm, Star Wars Rogue Squadron II: Rogue Leader, and Super Monkey Ball at launch, all fantastic titles that weren’t available anywhere else. And while it launched three days after the original Xbox, it was also $100 cheaper. Admittedly, the third-party offerings were a bit slim, but Tony Hawk’s Pro Skater 3Crazy Taxi with the all important arcade soundtrack that’d been missing from more recent releases. But those ports also showed off the GameCube’s biggest weakness: there was really nothing different about these versions if you already owned them elsewhere. It’s not surprising then that after this generation, Nintendo started looking toward new gimmicks to sell consoles instead of just pushing graphics technology to its limits. 4. SNES The SNES didn’t launch with a ton of games, but there wasn’t a stinker in the bunch. Of course there was Super Mario World, still arguably the best Mario game ever made. Not only is the design of that game timeless, but the huge graphical upgrade over anything the NES could do quickly justified the upgrade to a new console. Pilotwings and F-Zero, with their revolutionary use of Mode 7 further showed off the power of the system. The $199 launch price (equivalent to around $460 today) was high for the time, but the launch lineup was so good, the price was kind of justified. Even the two games pulling up the rear, Gradius III and an SNES-exclusive version of SimCity were excellent titles worth picking up. But what’s really underrated about the SNES is how much of an improvement the controller was. It was much more ergonomic than the hard rectangle shape of the NES controller, and the addition of X and Y and shoulder buttons made it clear from the get-go that this console was going to open up a lot of new gameplay styles. 3. Game Boy Advance The Game Boy Advance had an all too brief time as Nintendo’s premiere handheld before the DS took the spotlight, but it built an impressive library during its time starting with the launch. The $100 launch price is quite possibly the best of any piece of Nintendo hardware. And the portable had a solid one, two punch out of the gate with F-Zero: Maximum Velocity, an excellent successor to the SNES title, and Super Mario Advance, a full-fledged remake of Super Mario Bros. 2 that remains the best way to experience this classic.  The 15 other titles available at launch included solid ports of games like Rayman and ChuChuRocket!, with the portability of the GBA version arguably making it more preferable to play than its bigger brother on Dreamcast. But for many, the real star of the launch was Tony Hawk’s Pro Skater 2, a technically impressive port that somehow managed to squeeze all of the gameplay of the console version into an isometric view. Before release, many were touting that the GBA was the equivalent of a handheld SNES. These early games showed that it could actually be even better than that. 2. NES By the mid-1980s, console gaming was essentially dead in North America. Atari had killed the market, flooding it with low quality games. It would take an impressive new console, genius marketing, and just a little bit of luck to bring home gaming back from the brink. The NES succeeded at a tough time for video games by trying not to be just another console. It was more of a toy, or “entertainment system,” sold alongside a Zapper light gun and R.O.B., a robot accessory. Gimmicky? Sure, but that was just the opening salvo in Nintendo’s strategy, the Trojan horse to bring consoles back into the living room. Of course, the games needed to be good for the NES to succeed, and Nintendo had that down pat, launching with 17 titles, including Super Mario Bros., Excitebike, Duck Hunt, and Ice Climbers, titles that are iconic to this day. Other titles like Baseball, Tennis, and Pinball were more perfunctory, but good enough to gain the public’s attention and prove that video games weren’t just a fad. Admittedly, the $200 launch price (equivalent to nearly $600 in today’s dollars) was high, though historically similar to many other launch prices for new consoles, and that price point clearly didn’t do much to dissuade prospective buyers. 1. Wii  Twenty years after the NES brought consoles back from the brink, Nintendo’s home console business found itself in a tough spot. Despite good reviews and a respectable library of games, the GameCube had just taken third place in a three-way fight. Clearly, just trying to build the most powerful console wasn’t the key to success. So as Sony and Microsoft turned to HD gaming, Nintendo released a console just slightly more powerful than its predecessor, but with the benefit of motion controls thanks to the Wii-mote. It sounded kinda nuts. Then people played Wii Sports and were immediately hooked. The game was a phenomenon. Not just hardcore gamers wanted to play it, but parents, and even grandparents. The Wii truly brought console gaming to the masses in a way that had previously been unthinkable thanks to an innovative new controller. Oh, and for the hardcore gamers, a little title by the name of The Legend of Zelda: Twilight PrincessExcite TruckTrauma Center: Second Opinion were more than enough to keep the console flying off shelves for years after release, especially because the older technology meant it could be sold substantially cheaper than either the Xbox 360 or the PS3.

Perched quietly in the mountains north of Kyoto, Le Picabier is a micro tea room that redefines the notion of solitude and ritual in architecture. Designed by Studio 2m26 in collaboration with French practice Onomiau, this diminutive pavilion—intended for a single guest—offers an exquisite blend of tradition, material honesty, and site-specific design. Commissioned by Villa Kujoyama, the project stands as a poetic response to its environment, inviting reflection on both nature and the act of tea itself. The structure’s distinctive chimney-like silhouette, clad in charred cedar shingles, instantly sets it apart from conventional tea houses. The use of yakisugi, the Japanese technique of burning wood for preservation, not only gives Le Picabier its striking black exterior but also grounds the building firmly in the local tradition of craftsmanship. This method enhances both the texture and longevity of the pavilion, while the deep, tactile surfaces evoke the beauty found in imperfection and transience—core themes of Japanese aesthetics. Designer: 2m26 x Onomiau Inside, Le Picabier is a study in mindful minimalism. Natural light filters through the narrow space, shifting throughout the day to create an ever-changing play of shadow and texture. A single lantern suspended above the guest casts flickering candlelight, marking the subtle passage of time and further heightening the sense of introspection. The black tatami mat flooring, crafted by Mitsuru Yokoyama, and sparse furnishings encourage a meditative focus on the ritual at hand, with every detail supporting an atmosphere of quiet contemplation. The tea room’s vertical emphasis is both visual and experiential. The tall chimney serves as the pavilion’s focal point, drawing the gaze upward and reinforcing a sense of aspiration and spiritual retreat. The integrated fire pit, essential for boiling water, becomes the heart of the space—its warmth and glow connecting the guest to elemental forces. This combination of verticality and warmth transforms the small structure into a sanctuary, where silence and simplicity become luxuries in themselves. Le Picabier’s design is deeply informed by the legacy of Sen no Rikyū, the 16th-century tea master who revolutionized the Japanese tea ceremony by embracing shadow, silence, and the beauty of imperfection. Yet, the project is unmistakably contemporary, merging traditional Japanese elements with a European sensibility brought by Onomiau. Its compact footprint and careful use of materials make it an exemplary case of micro-architecture, where constraints become sources of creativity and meaning. In a world increasingly dominated by noise and distraction, Le Picabier offers a rare kind of architectural experience—one that prioritizes solitude, sensory awareness, and connection to place. By distilling the tea house to its essence, Studio 2m26 and Onomiau have crafted more than a shelter; they have created a space for personal ritual and reflection. It’s a timely reminder that even the smallest buildings can inspire profound encounters between people, objects, and the natural world. The post Kyoto’s Solo Tea Room Blends Japanese Tradition With Contemporary Micro-Architecture first appeared on Yanko Design.

Raw Hospitality alex spatzier architects reimagines the kitchen as a factory line for June’s Pizza By Kelly Pau • May 29, 2025 • Interiors, West (Alex Spatzier) SHARE June’s Pizza, a no-frills concept by Craig Murli, got its start by slinging dough out of a shipping container in Oakland, California, during the pandemic. In 2021, the cult-favorite pop-up—which famously serves only two pizzas, a margarita and daily special—was forced to close after a failure to file proper permits. Alex Spatzier architects helped revive the long-awaited return of the restaurant, and in true Murli style, it’s unconventional. Located in an industrial building in West Oakland, the brick-and-mortar location lightens an otherwise cold, heavy building with warm materials, skylights, and a sparse build-out. Where the design is centralized is where the magic happens: the kitchen. Read more about the restaurant on aninteriormag.com. CaliforniaRestaurants

Get the Popular Science daily newsletter💡 Breakthroughs, discoveries, and DIY tips sent every weekday. Earth and space mingle in stunning ways for the 2025 Milky Way Photographer of the Year contest. From the “geological masterpiece” of Coyote Buttes, Utah to the sandstone terrain of desolate Ennedi, Chad to a lava-spewing volcano in Guatemala, this year’s entries dazzle from all corners of the globe. We even get a view of the Milky Way from off-planet with a photograph from NASA astronaut Don Pettit taken aboard the International Space Station. “The Wave”Coyote Buttes, UT, USAOne of my greatest passions is visiting stunning natural wonders and paying my personal tribute to them through night photography. This image was taken at Coyote Buttes, a geological masterpiece located in Arizona, where special access permits are required to protect it for future generations.Despite the intense cold during those days, it was incredibly exciting to visit the great sandstone wave for the first time and enjoy its spectacular shapes and colors.To capture this 360° panorama, I planned for the Milky Way and focused on creating a balanced photographic composition. It’s hard to put into words the beauty of this place, but I hope my photograph manages to convey it.Credit: Luis Cajete / 2025 Milky Way Photographer of the Year Daniel Zafra Portill The Milky Way contains an estimated 200-400 billion stars, but we can only see a fraction of the celestial bodies with our naked eyes. Photography opens up the skies to the staggering light show floating around us. (Click to enlarge images.) “Echiwile Arch” Ennedi, ChadWhen one first Googles information about visiting Chad, the results aren’t very encouraging from a safety perspective. Nevertheless, the intrepid astrophotographer in me decided to take the chance and visit this landlocked country, specifically the Ennedi Massif in the north.Sparsely populated and completely devoid of light pollution, the three-day drive from the capital, N’Djamena, was well worth the troubles and risks involved. The region is filled with numerous rock formations, shapes, and arches, offering an abundance of options for foreground elements to frame the dramatic night skies. Seen here is a small arch in the shape of a hoof in the Ennedi region.Credit: Vikas Chander / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Fortress of Light”Jujuy, ArgentinaSince I started shooting the night sky, I’ve always sought out landscapes that feel like they belong to another planet — remote, untouched, and far from light pollution. That’s exactly what I found in “The Cathedral,” a surreal rock formation in Jujuy, Argentina.Photographing at over 4,000 meters (13,000 feet) presented its challenges, but when I arrived and saw the rock formations, I was completely blown away. The landscape felt like something from a fantasy world, and the towering cliffs instantly reminded me of a giant stone fortress sculpted by nature.As twilight gave way to full darkness, the core of the Milky Way appeared high overhead, shining with incredible clarity. I patiently waited as the galactic center slowly descended toward the horizon, perfectly aligning above the cliffs.While capturing the panorama, the camera picked up bands of orange and green airglow, adding a unique glow to the horizon.This image captures everything I love about photographing the Milky Way — the silence of remote places, the peace of standing under a pristine sky, and the deep connection I feel to the moment, fully present and grateful to witness it.Credit: Mauricio Salazar / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “The Night Guardians” Easter Island, ChileEaster Island had been on my bucket list for a long time, and it once seemed almost impossible to reach. On our first night there, the weather forecast looked promising, so we decided to go ahead with the tour our group had booked 4–5 months earlier. However, Rapa Nui sits in the middle of the Pacific Ocean, where the weather is notoriously unpredictable. When we woke up at 3 a.m. in our hotel, the sky was completely covered in clouds. Still, we decided to take the risk, knowing the forecast for the next few nights was even worse.An hour later, we were frantically photographing the statues at Rano Raraku—the quarry where nearly all of the island’s 900 statues were carved—when the sky suddenly began to clear. By 5 a.m., it was completely clear, and we had less than two hours to capture all the shots we wanted. We felt incredibly lucky to be in the right place at the right time.Credit: Rositsa Dimitrova / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Blossom”Hehuan Mountain Dark Sky Park, TaiwanAfter three years of waiting, the Yushan alpine rhododendrons are finally in bloom once again on Taiwan’s 3,000-meter-high Hehuan Mountain. On this special night, distant clouds helped block city light pollution, revealing an exceptionally clear view of the Milky Way. A solar flare from active region AR3664 reached Earth that evening, intensifying the airglow and adding an otherworldly touch to the sky.Together, these rare natural events created a breathtaking scene—vivid blooms glowing softly beneath a star-filled sky.Credit: Ethan Su / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Spines and Starlight”Kanaan, NamibiaOn our second Namibia Photography Tour, we began our journey once again at one of our favorite spots in Kanaan. Last year was an incredible experience, but this time, we decided to explore more of this vast land.During a scouting trip, I stumbled upon the perfect composition—two quiver trees standing tall with a large cactus in the foreground, all beautifully aligned with the Milky Way. I had always wanted to capture the Milky Way alongside a big cactus, so in that moment, it felt like a special gift.Getting everything in focus was a bit challenging, as I had to get extremely close to the cactus without getting poked. To achieve perfect sharpness, I used focus stacking. Additionally, I shot with an astro-modified camera and a GNB Nebula filter to enhance the details of the night sky.Credit: Burak Esenbey / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Galaxy of the Stone Array” Moeraki Boulders, New ZealandThe Milky Way hangs over the sea. The night sky of the Southern Hemisphere condenses the poetry of Li Bai, a poet from China’s Tang Dynasty, into eternity. On a clear night, the Milky Way pours down over the sea like a waterfall from the sky, intertwining with the atmospheric glow on the water’s surface.Credit: Alvin Wu / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “One in a Billion ”ISS (International Space Station)I float in the Cupola, looking out the seven windows composing this faceted transparent jewel. While my mind is submerged in contemplation, my eyes gorge on the dim reflections from a nighttime Earth. There are over eight billion people that call this planet home. There are seven of us that can say the same for Space Station. What a privilege it is to be here. I used an orbital star tracker to take out the star streak motion from orbit.Credit: Don Pettit / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Winter Fairy Tale”Dobratsch Nature Park, AustriaUndoubtedly my wildest location this winter: Austria’s Dobratsch mountain! If I had to describe it in two words, it would be a “Winter Fairytale”!Despite a 5 a.m. work shift, I drove to Austria by 1 p.m., worried about my fitness and lack of sleep. After a 2-hour hike through the snow with a 22kg backpack and sled, the stunning views kept me energized.Arriving at the cabin (where I had planned my winter panorama two years ago), I was greeted by untouched snow, completely free of footprints. I spent the evening exploring compositions, and this is my favorite: a panorama of the winter Milky Way with reddish nebulae, stretching above Dobratsch Mountain.I captured the Zodiacal light and even the Gegenschein glow! The sky was magnificent, with Jupiter and Mars shining brightly. In the foreground is the cabin, where I spent 3 freezing hours (-12°C), waiting for the perfect shot of the Milky Way’s core. It turned out exactly as I envisioned—a true winter fairytale.Credit: Uroš Fink / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Valle de los Cactus” San Pedro de Atacama, ChileA panoramic shot of the Milky Way in a remote area of the Atacama Cactus Valley, known for its large concentration of cactus plants. I love this place with its countless possibilities. The panorama was taken just as the galactic center began to rise, with the spectacular Gum Nebula visible on the right.It was an especially bright night with a breathtaking sky. The valley isn’t easy to navigate, but it’s always worth trying to find new compositions in such stunning locations beneath the night sky.Credit: Pablo Ruiz / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Cosmic Fire”Volcán Acatenango, GuatemalaOn the early morning of June 2, 2024, I summited Acatenango Volcano for the first time, hoping to witness the fiery beauty of the neighboring Volcan de Fuego against the Milky Way’s backdrop. That night, the volcano was incredibly active—each thunderous explosion reverberated in my chest, while glowing lava illuminated the dark slopes. Above, the Milky Way stretched diagonally across the sky, a mesmerizing band of stars contrasting with the chaos below. As the volcano erupted, the ash plume rose vertically, forming an acute angle of about 45 degrees with the galaxy’s diagonal path, creating a stunning visual contrast between Earth’s fury and the cosmos’ serenity.Capturing this required a fast, wide-angle lens (f/2.8), an ISO of 3200, and a 10-second exposure to balance the volcanic glow with the starlight. The challenge was timing the shot during a new moon and aligning the right moment for the Milky Way to cross the frame next to the volcano. I used Lightroom as the editor. This image is special for its storytelling—the raw power of Volcan de Fuego meeting the tranquil expanse of the galaxy.Credit: Sergio Montúfar / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Lake RT5” Zanskar, HimalayasLake RT5 is a pristine alpine lake nestled at 5,700 meters above sea level. My passion has always been to capture the unseen Himalayas in their rawest form. This journey led us through rugged mountains and glaciers, where we discovered several unknown alpine lakes and named them along the way.We endured multiple nights in extremely cold, unpredictable conditions. Due to the ever-changing weather and limited time, I used a blue hour blend to achieve a cleaner foreground. Since my campsite was right beside the lake, I was able to capture the tracked sky shot from the exact same position later that night.I was in awe of the incredible airglow illuminating the Himalayan skies. The raw image had even more intense colors, but I toned them down to stay true to reality. This was undoubtedly one of the most unforgettable nights I’ve ever spent in the heart of the Himalayas.Credit: Tanay Das / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “A Stellar View From The Cave” Saint Raphael, FranceFramed by the rugged mouth of a coastal cave, this image captures the heart of the Milky Way rising over the Mediterranean Sea. Taken during the peak of the Galactic Core season last May, it blends the natural beauty of the foreground with the awe-inspiring vastness of the cosmos. A winding road, illuminated by passing cars, creates a dynamic trail of light that guides the eye toward the stars above.This photo is a reminder that magic often hides in the most unexpected places. All it takes is a little patience, planning, and passion.Credit: Anthony Lopez / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Boot Arch Perseids” Alabama Hills, CA, USAThe Perseid Meteor Shower occurs every August, raining down hundreds of meteors over a few nights. In 2024, I had planned to photograph it from the Canadian Rockies, but wildfires forced me to change my plans at the last minute. After checking wildfire maps, I found a safe haven in the Eastern Sierra Nevada.After three full nights of capturing meteors, I created this image. Sitting on the rock is my friend Arne, who often joins me on these adventures, gazing up at the magnificent core of our galaxy. Each meteor is painstakingly aligned to its true location in the night sky. The final depiction shows all the meteors I captured, combined into one frame—as if the Earth hadn’t been rotating and all the meteors had fallen at once.Credit: Mike Abramyan / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Starlit Ocean: A Comet, the setting Venus, the Milky Way, and McWay Falls” – California, USACapturing this image was a race against time, light, and distance. With Comet Tsuchinshan–ATLAS (C/2023 A3) making its approach, I knew I had a rare opportunity to see it with the naked eye before it faded into the cosmos. I embarked on a five-hour round trip to McWay Falls in Big Sur, one of the few Bortle 2 locations accessible along California’s coast. My window was narrow—just six precious minutes of true darkness before the Moon rose and washed out the night sky. But those six minutes were unforgettable.In that brief span, the Milky Way arched high above the Pacific, Venus shimmered as it set over the ocean, and the comet streaked quietly across the sky—a celestial visitor gracing this iconic coastal cove. The soft cascade of McWay Falls and the stillness of the starlit ocean created a surreal harmony between Earth and sky. It was one of the most vivid and humbling naked-eye comet sightings I’ve ever experienced—an alignment of cosmic elements that felt both fleeting and eternal.Credit: Xingyang Cai / 2025 Milky Way Photographer of the Year Daniel Zafra Portill “Diamond Beach Emerald Sky”Great Ocean Road, AustraliaWith a clear night forecast and the Milky Way core returning for 2025, I set out to explore the Great Ocean Road. After a few setbacks—such as a failed composition and getting the car stuck on a sandy track—I almost gave up. However, I pushed on and found a great spot above the beach to capture the scene.The night was full of color, with Comet C/2024 G3 Atlas and a pink aurora in the early hours, followed by the Milky Way rising amid intense green airglow near dawn. Despite the challenges, the reward of this stunning image and the memory of the view made it all worthwhile.Credit: Brent Martin / 2025 Milky Way Photographer of the Year Daniel Zafra Portill