Heydar Aliyev Center | © Olivier Blanchette via Unsplash In contemporary architectural discourse, the building envelope is no longer a passive partition but a dynamic interface capable of interaction, regulation, and adaptation. Amid rising environmental complexity and performance demands, composite materials are emerging as enablers of this transformation. Their potential goes far beyond lightweight strength; composites are redefining what intelligence means in architectural materiality. As the industry pivots toward energy-conscious design, real-time responsiveness, and multi-functional skins, composites provide structural solutions and performative systems. In this context, the envelope becomes a site of intelligence. From Passive Shells to Active Systems For centuries, architectural skins served primarily as barriers, blocking weather, enclosing space, and symbolizing permanence. But the 21st century demands more. We require façades that filter air and light, mediate thermal flux, integrate sensors, and generate power. Traditional materials, limited by monolithic performance and weight, have struggled to adapt. Composites, by contrast, are inherently systemic. They are engineered layers rather than singular substances. Through the integration of fibers and matrices, composites enable architectural envelopes that perform structurally while accommodating embedded systems such as thermal insulation, acoustic control, impact resistance, and photoreactivity. These characteristics make them prime candidates for high-performance envelopes in buildings and infrastructure alike. In the Qatar Integrated Railway Project, composite roofing and FRP façade panels were employed to meet the demands of the harsh desert environment. This solution reduced structural loads and improved thermal performance while ensuring long-term durability in a climate defined by extremes. Performance Layering and Embedded Intelligence What distinguishes composites from conventional materials is their capacity to combine multiple performance layers in one unified system. Instead of applying insulation, waterproofing, and cladding in sequence, a composite panel can consolidate these into a single prefabricated, high-performance element. A compelling example is the Eco Casa in Australia, designed by Ian Wright, which used frameless DuFLEX composite panels. The result was an environmentally conscious home with significantly reduced material waste, enhanced thermal performance, and minimized emissions. These outcomes demonstrate how composites offer design efficiency and ecological responsibility. The capacity for prefabrication and integration is particularly valuable in settings where labor conditions, transportation logistics, or weather exposure make traditional multi-layered construction inefficient or impractical. Composites with a Nervous System: Sensing the Built Environment Recent innovations in smart composites extend these capabilities further. By embedding fiber-optic or piezoresistive sensors into composite assemblies, architects and engineers can develop building skins that sense stress, temperature changes, humidity, or vibration in real-time. These responsive façades can feed data into building management systems, enabling performance optimization or alerting maintenance teams to signs of wear or structural fatigue. This functionality has been successfully explored in transport infrastructure. The King Abdullah High-Speed Rail Station in Saudi Arabia used 27-meter composite sandwich panels to span vast distances with minimal support. The lightweight system reduced the need for extensive reinforcement while enabling thermal and mechanical performance in a climate that demands resilience. Such examples are foundational to a future in which architecture does not merely resist the environment but interprets it. Formal Freedom Meets Functional Responsiveness Guangzhou Opera House | © Scarbor Siu via Unsplash Beyond embedded intelligence, composites also expand formal expression. Their moldability, especially with parametric design and digital fabrication, allows for envelopes that curve, fold, and morph in unattainable ways with conventional rigid materials. The Guangzhou Opera House, designed by Zaha Hadid Architects, is a defining example. Advanced composite assemblies that merged structural demands with formal ambition enabled its seamless curvatures and sharp transitions. These systems supported high-precision details and complex geometries while reducing material weight and installation complexity. This freedom extends to smaller-scale yet equally ambitious projects. At the Tilburg School for VAVO, translucent composite panels embedded with knitted textiles reference local craft while offering thermal performance and design cohesion. Such examples show that intelligence in architecture includes cultural sensitivity as well as technical adaptability. Toward Circular and Regenerative Envelopes The sustainability potential of composites is often overlooked. While early generations relied heavily on fossil-derived materials, newer systems use bio-based resins, natural fibers like flax and basalt, and recyclable matrices that fit into circular design models. Composite panels can now be designed for disassembly, repurposing, or reintegration into new construction, minimizing waste and conserving embodied energy. The Pasarela de Almuñécar in Spain exemplifies this ethos. As the world’s longest carbon-fiber walkway, it replaced heavier materials and extended structural lifespan while reducing maintenance. The project signals how composites can fulfill both technical and ecological ambitions. Efforts to embed digital tracking into panels, such as RFID tags, also support long-term monitoring and facilitate reuse planning. This vision aligns with emerging concepts like material passports, which will play a critical role in lifecycle accountability. Pasarela de Almuñécar in Spain | © Luis Garcia, CC by 3.0 Overcoming Barriers to Adoption Despite the clear advantages, composite adoption in architecture still faces notable hurdles. First is the challenge of integration with legacy materials such as concrete, stone, or steel. Connection detailing requires careful coordination to ensure structural continuity and thermal performance. Second is the perception of cost. While composites may require a higher upfront investment, their lower maintenance demands, improved energy performance, and reduced structural requirements often result in favorable long-term economics. Finally, regulatory frameworks continue to evolve. Building codes have been slow to reflect the unique properties of composites, although this is changing as standardization increases and successful pilot projects proliferate. A Vision for the Future: Architecture as Adaptive Intelligence Composites are not merely substitutes for traditional materials. They represent a paradigm shift in how we understand performance, integration, and the role of material in space-making. As architecture becomes increasingly data-driven, climate-responsive, and energy-conscious, the intelligent envelope will become the norm rather than the exception. Composites make this future feasible by offering structural capability, aesthetic freedom, environmental stewardship, and embedded intelligence within a single engineered solution. From high-speed rail terminals to cultural landmarks, these materials are shaping a new kind of architecture that listens, learns, and evolves. It is no longer sufficient for architecture to stand still. The next generation of buildings must adapt, interact, and perform. Composites make that future tangible. Learn More Explore how composite materials are redefining the building envelope in the construction sector and beyond: Visit Composites.Archi by ArchEyes Team Leave a comment

Image: Nintendo LifeWho had the return of Survival Kids on their bingo cards for 2025? Let alone as a launch title for a brand new Nintendo console? Amidst a storm of third-party ports and first-party giants, Survival Kids quietly sneaked into the Nintendo Switch 2 Direct back in April 2025. And when we saw the Konami logo, something clicked — oh, it's that Survival Kids. The original Game Boy Color game launched way back in 1999 and was just added to the Game Boy app on Nintendo Switch Online. A GBC sequel, the Lost In Blue trilogy on DS, and a Wii game followed, but the series of survival RPGs has been dormant ever since. Until now.Subscribe to Nintendo Life on YouTube815kWatch on YouTube In a partnership with Unity Games — in what is the developer's first-ever game — Konami is flipping the script with this new entry. And, ahead of its Switch 2 release on 5th June, we had a chance to send Richard Jones, Creative Director at Konami Digital Entertainment, some questions about the surprise return of this cult classic series. Available today Nintendo Life: Konami has an extremely deep and rich back catalogue full of games and series that have lain dormant for years. Why did the team choose to bring back Survival Kids? Richard Jones, Creative Director at Konami Digital Entertainment: The reason we wanted to bring Survival Kids back was because the idea of being shipwrecked on an island is such a universally known story throughout the world and throughout generations. It harks back to stories like the Lost Boys from Peter Pan, Swallows and Amazons, or Treasure Island. There's something incredibly evocative about kids having adventures on remote islands. Thematically, the idea of kids on an island having fun and adventures is exactly what video games are about. The opportunity to update this game and play with some of the new Nintendo Switch 2 features was just very exciting. So, it just seemed like a really interesting theme to explore – where we could have fun and turn it into a game for all of the family. A sensation that goes back to everyone’s childhood, like running around the playground pretending to be pirates or whatever. How things change in over 25 years... — Images: Konami That idea of combining childhood adventure with modern co-operative gameplay felt like the perfect way to make something both nostalgic and new. We saw an opportunity to build a game that was more accessible, multiplayer-focused, and designed for families and friends to enjoy together. I think that’s why we liked the theme and thought there was a really good opportunity to update and reinvent it in a new, interesting way for modern audiences. You're working with Unity in what is the company's first fully developed video game. How did that partnership come about? I met with Unity a few years ago at Gamescom. It came to light that they were putting together a team for in-house development. I happened to be looking for external studios to work on a Konami IP, and it seemed like we were on the same sort of trajectory – same ideas around scope, budget, and timescale. So, we carried on talking and started exploring which IPs we’d be interested in working on. We quickly realised we were creatively aligned, and that led naturally into working together. Once we met the team at Unity, we realised what an experienced group of people they’d put together. Everyone throws around words like 'industry veteran,' but these were actual veterans – proper experts in their field with years and years of experience shipping all kinds of games. We knew immediately we were in safe hands – the developers and artists really knew their stuff, and we knew we could work really well with them. Are any of the original developers involved, or has Konami reached out to them about the new project? We love the original Survival Kids games – I remember working on Survival Kids (Stranded Kids, as it was called in the UK) when I first joined Konami. It’s a fantastic game, but we wanted to completely redesign it from the ground up. We had a different vision for what this game should be based on its premise. We wanted it to be more fun, more accessible – something people could play together. From the start, it was always about surviving together. this is very much a respectful reimagining based on the original’s premise - not a direct continuation. It was always going to be a group of kids on an island, working together to solve puzzles in fun ways. Rather than being a really hardcore, punishing RPG like the original, this is a lighter, more inclusive experience. So yeah, this is very much a respectful reimagining based on the original’s premise - not a direct continuation. The original Game Boy game is a single-player survival venture with resource management. How do these aspects translate into multiplayer? We wanted to use the idea of cooking and gathering food as something you could do communally. That was one of the really early ideas – we wanted people to come together around the cooking pot. We explored different iterations — should it be a campfire, should it be something else — and landed on a cooking pot. Everyone can throw bits of food in, and you get this communal pot of soup. Everyone gets something out of it. Rather than linking hunger or exhaustion to failure, we tied stats to improving your character. So, for example, if there's a really tall climbing net, you can’t just climb it straight away – you need to cook and eat food to build up stamina. That way, it encourages cooperation without punishing players. You're cooking to get stronger, not to avoid death. Image: Konami So it keeps that survival theme - but reframes it around teamwork and progression, not punishment. It’s a more approachable, co-op-friendly way to explore the same ideas. It’s all part of the shift from surviving alone to surviving together. What can returning fans expect in terms of new gameplay elements? The game is completely new, so it's a fresh experience. The original had a fairly hardcore, punishing survival design, but this version is less about failure states and more about creating time and space for people to have fun together – whether that’s in split-screen mode, using GameShare in the same room, or online with GameChat. this version is less about failure states and more about creating time and space for people to have fun together The whole point was friends and families gathering, solving puzzles, overcoming obstacles, and having fun. There are still challenges linked to the environment and items - and you can try speedrunning if you want, but at its heart it’s about playing together and enjoying the experience as a group. We want players to come away with a smile on their face at the end of a session. Was it always your goal to be a Switch 2 launch title? Will players be able to use GameShare between Switch 1 and 2? When we started the pitch and early design work, we didn’t even know about Switch 2. But during pre-production, speculation about the new console started to emerge, and it aligned closely with our schedule. We made some educated guesses – assuming the console would have a similar audience, and continue to target ways to play socially. We took a few leaps of faith early on, designing with those assumptions in mind - and they turned out to be close enough. Once we started designing around that, it all made sense – and we reached out to Nintendo to get dev kits and approval. Once they saw what we were doing, I think they realised it was a natural fit. So yes, it now supports new social features like GameChat but also GameShare with compatibility between Switch 1 and Switch 2. (EN: It's since been revealed that you can play Survival Kids via GameShare with up to two additional Switch 1 and/or Switch 2 consoles) Subscribe to Nintendo Life on YouTube815k Are you taking advantage of Switch 2 features like mouse mode or 120fps? We looked into mouse mode, but it didn’t really add anything meaningful to our gameplay. Instead, we focused on features like GameShare and GameChat, which made much more sense for the co-op experience. We also had to be mindful of performance – we’re supporting split screen and GameShare simultaneously, which puts constraints on frame rate. Those trade-offs were intentional - made to ensure a smooth, stable multiplayer experience across all supported modes. With games like Overcooked and Moving Out gaining popularity, how will Survival Kids stand out in a crowded multiplayer launch lineup? Games like Overcooked were definitely in our minds when we started this – the idea of co-op chaos is something we really liked. We approach it slightly differently – using real-time physics, for example. Things like logs rolling away from you or two players struggling to carry a heavy object. It’s deceptively simple, but ends up being chaotic, funny, and memorable - the kind of co-op experience where things go wrong in the best way. What sets Survival Kids apart is its tone - it’s light-hearted, session-based, and designed for friends and family to pick up and play. And it’s one of the few titles launching with full GameShare and GameChat support right out of the box. Image: Konami This interview has been edited lightly for clarity. Thank you to Richard Jones at Konami for taking the time to speak to us! Survival Kids washes onto the Switch 2's shores on the console's launch day, Thursday 5th June. Let us know if you're looking forward to this. Every game coming to Switch 2 on launch day Related Games See Also Share:0 0 Alana has been with Nintendo Life since 2022, and while RPGs are her first love, Nintendo is a close second. She enjoys nothing more than overthinking battle strategies, characters, and stories. She also wishes she was a Sega air pirate. Hold on there, you need to login to post a comment... Related Articles Pokémon Legends: Z-A's Switch 2 And Switch 1 Prices Have Been Revealed And we're pleasantly surprised Nintendo Updates Switch 2 Backwards Compatibility List Doom Eternal, NBA 2K25, and more to get an update Nintendo Appears To Have Updated Mario Kart World's Switch 2 File Size Some other file sizes have also changed Fantasy Life i Gets Switch 2 Release Date With Paid Upgrade Path For Switch 1 Players And it's coming launch day Title: Survival Kids System: Nintendo Switch 2 Also Available For: GBC Publisher: Konami Developer: Unity Games Genre: Adventure Players: 1 Release Date: Nintendo Switch 2 5th Jun 2025 — $49.99 5th Jun 2025 — £44.99 Series: Survival Kids Official Site: nintendo.com Where to buy: Buy on Amazon

Submitted by WA Contents Seriema House is shaped around massive, black Portuguese stones for contemplation in Brazil Brazil Architecture News - Jun 03, 2025 - 04:23   html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd" Brazilian architecture practice TETRO Architecture has built a house that is shaped around massive, black Portuguese stones for for reading, contemplation, rest, and sharing moments with friends in Brumadinho - Minas Gerais, Brazil. Named Seriema House, the 350-square-metre house is nestled in a tranquil setting on the outskirts of Belo Horizonte. Seriema House won the WA Awards 50th Cycle in the Architecture/Realised category.To reach it, visitors must traverse a mountain range, marking a transition from the bustling city to a peaceful environment. This journey allows guests to leave behind the urban noise and immerse themselves in nature."The client's requirement was to create a place for pause—a space for reading, contemplation, rest, and sharing moments with friends," said TETRO Architecture. "The client desired an environment that fosters meeting and introspection, where architecture would engage in a dialogue with poetry," the firm added.The location of the house presents two contrasting views. On one side, there is a broad and open view of the mountains; on the other, a dense forest filled with trees. The house is beautifully integrated into this balance of expansive landscape and shaded refuge. Seriemas, local birds known to the region, roam freely around the property and inspired the name of the residence.The conceptual foundation of the project focuses on the harmonious integration of architecture with nature. The house is designed as a transitional space that bridges the vast mountain views with the contemplative atmosphere of the forest. The architecture embodies a sense of poetry through its form, particularly highlighted by a winding wall that both separates and connects different spatial experiences.The main structure of the house is constructed from reinforced concrete, utilizing black Portuguese stones and white stone flooring as the primary materials. A winding wall divides the space and is adorned with the black stones, creating a striking visual and tactile contrast against the white stone floor. This use of natural stone emphasizes the house's connection to the surrounding landscape, showcasing its organic integration with the environment and highlighting its poetic essence.The house is masterfully organized into two distinct zones, elegantly separated by a sweeping, curving wall. On one side lies the welcoming space, a vibrant and open environment bursting with energy. Here, sounds of laughter, music, and movement fill the air, accompanied by breathtaking panoramic views of the majestic mountains. This area encompasses an integrated living room, dining room, and kitchen, all meticulously designed to foster social interaction and encourage deep contemplation of the stunning landscape.Conversely, on the other side resides the retreat—an intimate sanctuary that is serene, shaded, and profoundly introspective. This tranquil space gazes out onto the lush, dense forest, serving as a haven for relaxation and reading, and featuring the exquisite main suite. The thoughtful spatial planning creates a harmonious balance between openness and intimacy, beautifully reflecting the duality of the surrounding nature and the human experience within it.Conceptual floor planTetro is an architecture studio located in Belo Horizonte, Brazil, and operates on a global scale. It is composed of architects Carlos Maia, Débora Mendes, and Igor Macedo. The firm’s approach to professional practice focuses on a thorough examination of the site’s conditions and the client's needs, striving to create unique and irreplicable solutions for each project.TETRO Architecture previously won the WA Awards 10+5+X with Café House and Casa Açucena in Brazil.Project factsProject name: Seriema HouseArchitects: TETRO ArchitectureLocation: Brumadinho - Minas Gerais, Brazil. Lead architects: Carlos Maia, Debora Mendes, and Igor MacedoContributors: Bruno Bontempo, Bianca Carvalho, Bruna Maciel, Carolina Amaral, Saulo Saraiva, Sabrina FreitasCompletion year: 2024Structure: Cálculo ConcretoHydraulic; Electric: CA engenhariaLighting Design: IluminarConstruction: TechnoAll images © Luisa Lage.Drawing © TETRO Architecture.> via TETRO Architecture

“Was your interior designer Ayn Bland?” Barely ten minutes into Mountainhead, the first feature film from Succession creator Jesse Armstrong, the viewer is confronted with one of the film’s central tenets: beige is bad.Articulated by Jeff (Ramy Youssef), the movie does a lot to engage this train of thought. Its central characters—tech bro founders Randall (Steve Carrell), Hugo (Jason Schwartzman), and Venis (Cory Michael Smith)—are pitted against not just each other, but the world writ large as it begins to crumble around them, mostly thanks to their own machinations.But when did our current beige malaise set in? Much of the recent divisiveness might be attributed to the Kardashians, whose homes are synonymous with muted putty tones: “less is more” taken to its only logical conclusion—least is best. The aesthetic has occasionally gone viral, with the TikTok account Sad Beige even garnering notoriety for documenting the lifelessness of children’s retail offerings in the voice of German documentary filmmaker Werner Herzog.Warner Bros.The cast of Mountainhead, the new HBO Original film from Succession creator Jesse Armstrong.Social media is as much a progenitor of the trend as it is the platform to document it and repackage it for frictionless consumption. Beige is safe, easy, legible—if your entire house has been unpacked from Amazon boxes, why fight the natural inclination to just live in one? The Mountainhead home might be the lair of a fictional tech boss, but the aesthetics remain the same up and down the corporate ladder.The color family has its own troubled history: “khaki,” which is derived from the Urdu term for “dusty,” originated in mid-19th-century colonial India, as the critic and author Andrea Codrington noted in an eerily prescient 2001 essay for Cabinet magazine that further elaborates on beige’s latent potential for evil. Mountainhead, then, sees the hue returning to its roots, becoming shorthand for what Armstrong sees as everything that’s wrong with the world: complacency, exhaustion, and boredom.MACALL POLAY. SMPSPAnother beige couch in the Mountainhead house. Armstrong’s camera treats the home, designed by local Utah firm Upwall Design, as a character in and of itself, with lingering shots of quietly humming servers, spiraling staircases and vacant driveways presenting solitude and menace as two sides of the same coin. Town & Country reported that production designer Stephen Carter liked the property for its The Shining-esque vibes. He wasn’t wrong. “There’s a solitary nature to that house, too,” star Steve Carrell told The Salt Lake Tribune. “You feel like you’re away from everything.”Another word for that feeling—articulated by scenes of the men laying about the home glued to their phones as scenes of worldwide terror stream in—would be dissociation. Think home is where the heart is? Mountainhead makes a compelling case that it's often just another a bad trip.Sean SantiagoDeputy EditorSean Santiago is ELLE Decor's Deputy Editor, covering news, trends and talents in interior design, hospitality and travel, culture, and luxury shopping. Since starting his career at an interior design firm in 2011, he has gone on to cover the industry for Vogue, Architectural Digest, Sight Unseen, PIN-UP and Domino. He is the author of The Lonny Home (Weldon Owens, 2018), has produced scripted social content for brands including West Elm and Streeteasy, and is sometimes recognized on the street for his Instagram Reels series, #DanceToDecor

Netflix has no shortage of options when it comes to science fiction programming and experimental anthology series, but Love, Death + Robots is an especially beautiful love letter to science fiction’s chameleonic nature and endless versatility. The unpredictable animated anthology series combines sci-fi with comedy, horror, fantasy, mystery, and romance as it brings gripping genre literature to life through a modern lens. In doing so, Love, Death + Robots doesn’t just celebrate science fiction; it helps it evolve. Sci-fi is a revelatory storytelling genre that can open the audience’s mind and forever change their perception of reality. The best of it probes, inspires, and admonishes, which is exactly what Tim Miller (Deadpool) and Jennifer Yuh Nelson (Kung Fu Panda 2 and 3) strive for in Love, Death + Robots, now in its fourth season. Nothing is off-limits in the series, whether it’s a cat-fueled dystopia, gladiatorial combat atop dinosaurs, or a poet’s feud with Satan. The show aims to create the same level of jubilation in its viewers as those who discovered these short stories for the first time. Pretty much all the vignettes have been based on short stories that Tim’s read throughout his life,” explains Nelson, Love, Death + Robots’ supervising director. “We have hundreds of these stories just piled up.” There’s a true passion for the source material that helps Love, Death + Robots excel. This enormous collection of genre classics gets carefully selected as each new season takes shape.  “We try to curate the perfect mix. So we have a little something for everybody,” creator Miller elaborates. This has been one of the secrets to Love, Death + Robots’ success. Each collection of episodes is truly unique and feels like a pulpy paperback of short stories. In fact, Love, Death + Robots has even published collections of each season’s stories. “All the money goes to the authors,” Miller proudly adds. “We want people to read the stories! Forget about making them into movies.” Love, Death + Robots has resonated with science fiction fans who appreciate captivating and concise storytelling. That being said, Love, Death + Robots is also a visual extravaganza that pushes just as many boundaries in animation. Four seasons in, the series “Often, we choose the director and the animation studio according to their specialty,” Nelson explains as she continues to break down the meticulous nature of this process. “If we have two tentpole episodes that look a certain way, then we want to make sure that those episodes are going to look vastly different from each other.” For instance, Titmouse’s impressionistic work on Volume IV’s “How Zeke Got Religion” actively enhances the story. “You need to find their thing,” Nelson adds in reference to Love, Death + Robots’ roster of animation studios and what they each bring to the table. “It’s important for us, especially for this series, to make sure that we’re really showcasing the whole breadth of animation,” asserts Nelson. “Sometimes these directors are very much pioneers in what they do, and no one else is doing what they do. That’s why we end up working with them.” Photo-realistic 3D animation, stop-motion, traditional 2D visuals, and stop-motion are just some of the animation styles on display in Love, Death + Robots. The series has even increasingly dipped its toe into live-action stories that blur the lines between reality and animation. “Rarely do you see such a showcase of animation like this,” Nelson says. “This is a way to show new ideas, new looks, and new innovation by different directors and studios around the world.” Miller reiterates that it’s a deeply collaborative process where the animation studios have just as much agency as the storytellers.  “We push it in the initial direction, and then the directors come in and do their pitch.” The final product becomes a synthesis of ideas that are built upon ambition and taking risks. “We try to give them as much freedom as we can,” Miller emphasizes. This relationship has paid off well, earning the animated series 13 Primetime Emmy Awards, including Outstanding Short Form Animated Program and Outstanding Individual Achievement in Animation. The series’ latest batch of episodes is likely to add to this already impressive collection of accolades. Love, Death + Robots’ 45 episodes provide a broad, brave mix of everything that science fiction and animation have to offer. However, the series continues to look forward and is determined to surpass these heights. “We’ve got a lot of stories,” boasts Miller. “I have the next season—seasons, actually—picked out.” And while there were previously spin-offs and off-shoots in consideration, Love, Death + Robots is the perfect incubator for these stories, whether they’re two minutes or 20 minutes. “The beauty of the show is that we’d never get some of these ideas made if we were asking to do a feature,” admits Miller.  Join our mailing list Get the best of Den of Geek delivered right to your inbox! Love, Death + Robots plays by its own rules and continues to redefine anthology storytelling. It’s still the only series where fans can alternate between a string puppet rock concert and Russian Civil War soldiers fighting ancient supernatural evils. “There’s still a lot of room to do new and innovative things that we haven’t done before,” Miller insists. “Although we always seem to end up with too many cat stories. I can’t really explain that.” Four volumes of Love, Death & Robots are available to stream on Netflix now.

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

People in parts of the U.S. may be able to see Northern lights Monday night—or at least use a smartphone's camera to reveal hints of the aurora not visible to the naked eye.

Every drop counts: How space tech innovations are revolutionising Earth observation  Innovation News Network

SwitchBot has a knack for crafting ingenious IoT devices, those little problem-solvers like robotic curtain openers and automated button pressers that add a touch of futuristic convenience. Yet, the true linchpin, the secret sauce that elevates their entire ecosystem, is undoubtedly their Hub. It’s the central nervous system that takes individual smart products and weaves them into a cohesive, intelligent tapestry, turning the abstract concept of a ‘smart home’ into a tangible, daily experience. This unification through the Hub is what brings us closer to that almost mythical dream: a home where technology works in concert, where devices understand each other’s capabilities and, critically, anticipate your needs. It’s about creating an environment that doesn’t just react to commands, but proactively adapts, making your living space more intuitive, responsive, and, ultimately, more attuned to you. The new Hub 3 aims to refine this very connection. Designer: SwitchBot Click Here to Buy Now: $119.99 The predecessor, the Hub 2, already laid a strong foundation. It brought Matter support into the SwitchBot ecosystem, along with reliable infrared controls, making it a versatile little box. It understood the assignment: bridge the old with the new. The Hub 3 takes that solid base and builds upon it, addressing not just functionality but also the nuanced interactions that make a device truly intuitive and, dare I say, enjoyable to use daily. Matter support, the industry’s push for interoperability, remains a cornerstone. The Hub 3 acts as a Matter bridge, capable of bringing up to 30 SwitchBot devices into the Matter fold, allowing them to play nice with platforms like Apple Home. Furthermore, it can send up to 30 distinct commands to other Matter-certified products already integrated into your Apple Home setup, with Home Assistant support on the horizon. This makes it a powerful orchestrator. One of the most striking additions is the new rotary dial, something SwitchBot calls its “Dial Master” technology. Giving users an intuitive tactile control that feels very familiar (think ovens, radios, car ACs), it makes the Hub 3 even more user-friendly. Imagine adjusting your thermostat not by tapping an arrow repeatedly, but by smoothly turning a dial for that exact ±1°C change. The same applies to volume control or any other granular adjustment. This tactile feedback offers a level of hyper-controlled interaction that screen taps often lack, feeling more connected and satisfying. Beyond physical interaction, the Hub 3 gets smarter senses. While the trusty thermo-hygro sensor (cleverly integrated into its cable) makes a return for indoor temperature and humidity, it’s now joined by a built-in light sensor. This seemingly small addition unlocks a new layer of intuitive automation. Your home can now react to ambient brightness, perhaps cueing your SwitchBot Curtain 3 to draw open gently as the sun rises, or dimming lights as natural light fades. Aesthetically, SwitchBot made a subtle but impactful shift from the Hub 2’s white casing to a sleek black for the Hub 3. This change makes the integrated display stand out significantly, improving readability at a glance. And that display now does more heavy lifting. It still shows essential indoor temperature and humidity, but can also pull in local outdoor weather data, giving you a quick forecast without reaching for your phone. Pair it with a SwitchBot Meter Pro, and it’ll even show CO2 levels. The Hub 2 featured two handy customizable buttons. The Hub 3 doubles down, offering four such buttons. This means more of your favorite automation scenes, like “Movie Night,” “Good Morning,” and “Away Mode,” are just a single press away. This reduces friction, making your smart home react faster to your needs without diving into an app for every little thing. It’s these quality-of-life improvements that often make the biggest difference in daily use. Crucially, the Hub 3 retains everything that made its predecessor a strong contender. The infrared control capabilities are still robust, supporting over 100,000 IR codes for your legacy AV gear and air conditioners, now with a signal that’s reportedly 150% stronger than the Hub Mini. Its deep integration with the existing SwitchBot ecosystem means your Bots, Curtain movers, and vacuums will feel right at home, working in concert. Of course, you still have your choice of control methods. Beyond the new dial and physical buttons, there’s comprehensive app control for setting up complex automations and remote access. Voice control via the usual assistants like Alexa and Google Assistant is present and accounted for, ensuring hands-free operation whenever you need it. This flexibility means the Hub 3 adapts to your preferences, not the other way around. The true power, as always, lies in the DIY automation scenes. Imagine your AC, humidifier, and dehumidifier working together, orchestrated by the Hub 3 to maintain your perfect 23°C and 58% humidity. Or picture an energy-saving scene where the built-in motion sensor, coupled with geofencing, detects an empty house and powers down non-essential appliances. It’s these intelligent, personalized routines that transform a collection of smart devices into a truly smart home. The SwitchBot Hub 3 feels like the most potent iteration of that “secret sauce” yet. It takes the individual brilliance of SwitchBot’s gadgets and, through enhanced sensory input and more tactile controls, truly deepens that crucial understanding between device, environment, and user. The best part? It plugs right into your smart home’s existing setup, communicating with your slew of IoT devices – even more efficiently if you’ve got a Hub 2 or Hub Mini and you’re looking to upgrade. Click Here to Buy Now: $119.99The post Your Smart Home Got a New CEO and It’s Called the SwitchBot Hub 3 first appeared on Yanko Design.