• EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs

    Originally published at EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs by Anush Yolyan.

    The integration will deliver simple, accessible, and streamlined email security for vulnerable inboxes

    Global, 4 November 2024 – US-based email security firm EasyDMARC has today announced its integration with Pax8 Marketplace, the leading cloud commerce marketplace. As one of the first DMARC solution providers on the Pax8 Marketplace, EasyDMARC is expanding its mission to protect inboxes from the rising threat of phishing attacks with a rigorous, user-friendly DMARC solution.

    The integration comes as Google highlights the impressive results of recently implemented email authentication measures for bulk senders: a 65% reduction in unauthenticated messages to Gmail users, a 50% increase in bulk senders following best security practices, and 265 billion fewer unauthenticated messages sent in 2024. With email being such a crucial communication channel for businesses, email authentication measures are an essential part of any business’s cybersecurity offering. 

    Key features of the integration include:

    Centralized billing

    With centralized billing, customers can now streamline their cloud services under a single pane of glass, simplifying the management and billing of their EasyDMARC solution. This consolidated approach enables partners to reduce administrative complexity and manage all cloud expenses through one interface, providing a seamless billing and support experience.

    Automated provisioning 

    Through automated provisioning, Pax8’s automation capabilities make deploying DMARC across client accounts quick and hassle-free. By eliminating manual configurations, this integration ensures that customers can implement email security solutions rapidly, allowing them to safeguard client inboxes without delay.

    Bundled offerings

    The bundled offerings available through Pax8 allow partners to enhance their service portfolios by combining EasyDMARC with complementary security solutions. By creating all-in-one security packages, partners can offer their clients more robust protection, addressing a broader range of security needs from a single, trusted platform.

    Gerasim Hovhannisyan, Co-Founder and CEO of EasyDMARC, said:

    “We’re thrilled to be working with Pax8  to provide MSPs with a streamlined, effective way to deliver top-tier email security to their clients, all within a platform that equips them with everything needed to stay secure.  As phishing attacks grow in frequency and sophistication, businesses can no longer afford to overlook the importance of email security. Email authentication is a vital defense against the evolving threat of phishing and is crucial in preserving the integrity of email communication. This integration is designed to allow businesses of all sizes to benefit from DMARC’s extensive capabilities.”

    Ryan Burton, Vice President of Marketplace Vendor Strategy, at Pax8 said: 

    “We’re delighted to welcome EasyDMARC to the Pax8 Marketplace as an enterprise-class DMARC solution provider. This integration gives MSPs the tools they need to meet the growing demand for email security, with simplified deployment, billing, and bundling benefits. With EasyDMARC’s technical capabilities and intelligence, MSPs can deliver robust protection against phishing threats without the technical hassle that often holds businesses back.”

    About EasyDMARC

    EasyDMARC is a cloud-native B2B SaaS solution that addresses email security and deliverability problems with just a few clicks. For Managed Service Providers seeking to increase their revenue, EasyDMARC presents an ideal solution. The email authentication platform streamlines domain management, providing capabilities such as organizational control, domain grouping, and access management.

    Additionally, EasyDMARC offers a comprehensive sales and marketing enablement program designed to boost DMARC sales. All of these features are available for MSPs on a scalable platform with a flexible pay-as-you-go pricing model.

    For more information on the EasyDMARC, visit: /

    About Pax8 

    Pax8 is the technology marketplace of the future, linking partners, vendors, and small to midsized businessesthrough AI-powered insights and comprehensive product support. With a global partner ecosystem of over 38,000 managed service providers, Pax8 empowers SMBs worldwide by providing software and services that unlock their growth potential and enhance their security. Committed to innovating cloud commerce at scale, Pax8 drives customer acquisition and solution consumption across its entire ecosystem.

    Find out more: /

    The post EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs appeared first on EasyDMARC.
    #easydmarc #integrates #with #pax8 #marketplace
    EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs
    Originally published at EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs by Anush Yolyan. The integration will deliver simple, accessible, and streamlined email security for vulnerable inboxes Global, 4 November 2024 – US-based email security firm EasyDMARC has today announced its integration with Pax8 Marketplace, the leading cloud commerce marketplace. As one of the first DMARC solution providers on the Pax8 Marketplace, EasyDMARC is expanding its mission to protect inboxes from the rising threat of phishing attacks with a rigorous, user-friendly DMARC solution. The integration comes as Google highlights the impressive results of recently implemented email authentication measures for bulk senders: a 65% reduction in unauthenticated messages to Gmail users, a 50% increase in bulk senders following best security practices, and 265 billion fewer unauthenticated messages sent in 2024. With email being such a crucial communication channel for businesses, email authentication measures are an essential part of any business’s cybersecurity offering.  Key features of the integration include: Centralized billing With centralized billing, customers can now streamline their cloud services under a single pane of glass, simplifying the management and billing of their EasyDMARC solution. This consolidated approach enables partners to reduce administrative complexity and manage all cloud expenses through one interface, providing a seamless billing and support experience. Automated provisioning  Through automated provisioning, Pax8’s automation capabilities make deploying DMARC across client accounts quick and hassle-free. By eliminating manual configurations, this integration ensures that customers can implement email security solutions rapidly, allowing them to safeguard client inboxes without delay. Bundled offerings The bundled offerings available through Pax8 allow partners to enhance their service portfolios by combining EasyDMARC with complementary security solutions. By creating all-in-one security packages, partners can offer their clients more robust protection, addressing a broader range of security needs from a single, trusted platform. Gerasim Hovhannisyan, Co-Founder and CEO of EasyDMARC, said: “We’re thrilled to be working with Pax8  to provide MSPs with a streamlined, effective way to deliver top-tier email security to their clients, all within a platform that equips them with everything needed to stay secure.  As phishing attacks grow in frequency and sophistication, businesses can no longer afford to overlook the importance of email security. Email authentication is a vital defense against the evolving threat of phishing and is crucial in preserving the integrity of email communication. This integration is designed to allow businesses of all sizes to benefit from DMARC’s extensive capabilities.” Ryan Burton, Vice President of Marketplace Vendor Strategy, at Pax8 said:  “We’re delighted to welcome EasyDMARC to the Pax8 Marketplace as an enterprise-class DMARC solution provider. This integration gives MSPs the tools they need to meet the growing demand for email security, with simplified deployment, billing, and bundling benefits. With EasyDMARC’s technical capabilities and intelligence, MSPs can deliver robust protection against phishing threats without the technical hassle that often holds businesses back.” About EasyDMARC EasyDMARC is a cloud-native B2B SaaS solution that addresses email security and deliverability problems with just a few clicks. For Managed Service Providers seeking to increase their revenue, EasyDMARC presents an ideal solution. The email authentication platform streamlines domain management, providing capabilities such as organizational control, domain grouping, and access management. Additionally, EasyDMARC offers a comprehensive sales and marketing enablement program designed to boost DMARC sales. All of these features are available for MSPs on a scalable platform with a flexible pay-as-you-go pricing model. For more information on the EasyDMARC, visit: / About Pax8  Pax8 is the technology marketplace of the future, linking partners, vendors, and small to midsized businessesthrough AI-powered insights and comprehensive product support. With a global partner ecosystem of over 38,000 managed service providers, Pax8 empowers SMBs worldwide by providing software and services that unlock their growth potential and enhance their security. Committed to innovating cloud commerce at scale, Pax8 drives customer acquisition and solution consumption across its entire ecosystem. Find out more: / The post EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs appeared first on EasyDMARC. #easydmarc #integrates #with #pax8 #marketplace
    EASYDMARC.COM
    EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs
    Originally published at EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs by Anush Yolyan. The integration will deliver simple, accessible, and streamlined email security for vulnerable inboxes Global, 4 November 2024 – US-based email security firm EasyDMARC has today announced its integration with Pax8 Marketplace, the leading cloud commerce marketplace. As one of the first DMARC solution providers on the Pax8 Marketplace, EasyDMARC is expanding its mission to protect inboxes from the rising threat of phishing attacks with a rigorous, user-friendly DMARC solution. The integration comes as Google highlights the impressive results of recently implemented email authentication measures for bulk senders: a 65% reduction in unauthenticated messages to Gmail users, a 50% increase in bulk senders following best security practices, and 265 billion fewer unauthenticated messages sent in 2024. With email being such a crucial communication channel for businesses, email authentication measures are an essential part of any business’s cybersecurity offering.  Key features of the integration include: Centralized billing With centralized billing, customers can now streamline their cloud services under a single pane of glass, simplifying the management and billing of their EasyDMARC solution. This consolidated approach enables partners to reduce administrative complexity and manage all cloud expenses through one interface, providing a seamless billing and support experience. Automated provisioning  Through automated provisioning, Pax8’s automation capabilities make deploying DMARC across client accounts quick and hassle-free. By eliminating manual configurations, this integration ensures that customers can implement email security solutions rapidly, allowing them to safeguard client inboxes without delay. Bundled offerings The bundled offerings available through Pax8 allow partners to enhance their service portfolios by combining EasyDMARC with complementary security solutions. By creating all-in-one security packages, partners can offer their clients more robust protection, addressing a broader range of security needs from a single, trusted platform. Gerasim Hovhannisyan, Co-Founder and CEO of EasyDMARC, said: “We’re thrilled to be working with Pax8  to provide MSPs with a streamlined, effective way to deliver top-tier email security to their clients, all within a platform that equips them with everything needed to stay secure.  As phishing attacks grow in frequency and sophistication, businesses can no longer afford to overlook the importance of email security. Email authentication is a vital defense against the evolving threat of phishing and is crucial in preserving the integrity of email communication. This integration is designed to allow businesses of all sizes to benefit from DMARC’s extensive capabilities.” Ryan Burton, Vice President of Marketplace Vendor Strategy, at Pax8 said:  “We’re delighted to welcome EasyDMARC to the Pax8 Marketplace as an enterprise-class DMARC solution provider. This integration gives MSPs the tools they need to meet the growing demand for email security, with simplified deployment, billing, and bundling benefits. With EasyDMARC’s technical capabilities and intelligence, MSPs can deliver robust protection against phishing threats without the technical hassle that often holds businesses back.” About EasyDMARC EasyDMARC is a cloud-native B2B SaaS solution that addresses email security and deliverability problems with just a few clicks. For Managed Service Providers seeking to increase their revenue, EasyDMARC presents an ideal solution. The email authentication platform streamlines domain management, providing capabilities such as organizational control, domain grouping, and access management. Additionally, EasyDMARC offers a comprehensive sales and marketing enablement program designed to boost DMARC sales. All of these features are available for MSPs on a scalable platform with a flexible pay-as-you-go pricing model. For more information on the EasyDMARC, visit: https://easydmarc.com/ About Pax8  Pax8 is the technology marketplace of the future, linking partners, vendors, and small to midsized businesses (SMBs) through AI-powered insights and comprehensive product support. With a global partner ecosystem of over 38,000 managed service providers, Pax8 empowers SMBs worldwide by providing software and services that unlock their growth potential and enhance their security. Committed to innovating cloud commerce at scale, Pax8 drives customer acquisition and solution consumption across its entire ecosystem. Find out more: https://www.pax8.com/en-us/ The post EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs appeared first on EasyDMARC.
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  • MedTech AI, hardware, and clinical application programmes

    Modern healthcare innovations span AI, devices, software, images, and regulatory frameworks, all requiring stringent coordination. Generative AI arguably has the strongest transformative potential in healthcare technology programmes, with it already being applied across various domains, such as R&D, commercial operations, and supply chain management.Traditional models for medical appointments, like face-to-face appointments, and paper-based processes may not be sufficient to meet the fast-paced, data-driven medical landscape of today. Therefore, healthcare professionals and patients are seeking more convenient and efficient ways to access and share information, meeting the complex standards of modern medical science. According to McKinsey, Medtech companies are at the forefront of healthcare innovation, estimating they could capture between billion and billion annually in productivity gains. Through GenAI adoption, an additional billion plus in revenue is estimated from products and service innovations. A McKinsey 2024 survey revealed around two thirds of Medtech executives have already implemented Gen AI, with approximately 20% scaling their solutions up and reporting substantial benefits to productivity.  While advanced technology implementation is growing across the medical industry, challenges persist. Organisations face hurdles like data integration issues, decentralised strategies, and skill gaps. Together, these highlight a need for a more streamlined approach to Gen AI deployment. Of all the Medtech domains, R&D is leading the way in Gen AI adoption. Being the most comfortable with new technologies, R&D departments use Gen AI tools to streamline work processes, such as summarising research papers or scientific articles, highlighting a grassroots adoption trend. Individual researchers are using AI to enhance productivity, even when no formal company-wide strategies are in place.While AI tools automate and accelerate R&D tasks, human review is still required to ensure final submissions are correct and satisfactory. Gen AI is proving to reduce time spent on administrative tasks for teams and improve research accuracy and depth, with some companies experiencing 20% to 30% gains in research productivity. KPIs for success in healthcare product programmesMeasuring business performance is essential in the healthcare sector. The number one goal is, of course, to deliver high-quality care, yet simultaneously maintain efficient operations. By measuring and analysing KPIs, healthcare providers are in a better position to improve patient outcomes through their data-based considerations. KPIs can also improve resource allocation, and encourage continuous improvement in all areas of care. In terms of healthcare product programmes, these structured initiatives prioritise the development, delivery, and continual optimisation of medical products. But to be a success, they require cross-functional coordination of clinical, technical, regulatory, and business teams. Time to market is critical, ensuring a product moves from the concept stage to launch as quickly as possible.Of particular note is the emphasis needing to be placed on labelling and documentation. McKinsey notes that AI-assisted labelling has resulted in a 20%-30% improvement in operational efficiency. Resource utilisation rates are also important, showing how efficiently time, budget, and/or headcount are used during the developmental stage of products. In the healthcare sector, KPIs ought to focus on several factors, including operational efficiency, patient outcomes, financial health of the business, and patient satisfaction. To achieve a comprehensive view of performance, these can be categorised into financial, operational, clinical quality, and patient experience.Bridging user experience with technical precision – design awardsInnovation is no longer solely judged by technical performance with user experiencebeing equally important. Some of the latest innovations in healthcare are recognised at the UX Design Awards, products that exemplify the best in user experience as well as technical precision. Top products prioritise the needs and experiences of both patients and healthcare professionals, also ensuring each product meets the rigorous clinical and regulatory standards of the sector. One example is the CIARTIC Move by Siemens Healthineers, a self-driving 3D C-arm imaging system that lets surgeons operate, controlling the device wirelessly in a sterile field. Computer hardware company ASUS has also received accolades for its HealthConnect App and VivoWatch Series, showcasing the fusion of AIoT-driven smart healthcare solutions with user-friendly interfaces – sometimes in what are essentially consumer devices. This demonstrates how technical innovation is being made accessible and becoming increasingly intuitive as patients gain technical fluency.  Navigating regulatory and product development pathways simultaneously The establishing of clinical and regulatory paths is important, as this enables healthcare teams to feed a twin stream of findings back into development. Gen AI adoption has become a transformative approach, automating the production and refining of complex documents, mixed data sets, and structured and unstructured data. By integrating regulatory considerations early and adopting technologies like Gen AI as part of agile practices, healthcare product programmes help teams navigate a regulatory landscape that can often shift. Baking a regulatory mindset into a team early helps ensure compliance and continued innovation. Want to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.Explore other upcoming enterprise technology events and webinars powered by TechForge here.
    #medtech #hardware #clinical #application #programmes
    MedTech AI, hardware, and clinical application programmes
    Modern healthcare innovations span AI, devices, software, images, and regulatory frameworks, all requiring stringent coordination. Generative AI arguably has the strongest transformative potential in healthcare technology programmes, with it already being applied across various domains, such as R&D, commercial operations, and supply chain management.Traditional models for medical appointments, like face-to-face appointments, and paper-based processes may not be sufficient to meet the fast-paced, data-driven medical landscape of today. Therefore, healthcare professionals and patients are seeking more convenient and efficient ways to access and share information, meeting the complex standards of modern medical science. According to McKinsey, Medtech companies are at the forefront of healthcare innovation, estimating they could capture between billion and billion annually in productivity gains. Through GenAI adoption, an additional billion plus in revenue is estimated from products and service innovations. A McKinsey 2024 survey revealed around two thirds of Medtech executives have already implemented Gen AI, with approximately 20% scaling their solutions up and reporting substantial benefits to productivity.  While advanced technology implementation is growing across the medical industry, challenges persist. Organisations face hurdles like data integration issues, decentralised strategies, and skill gaps. Together, these highlight a need for a more streamlined approach to Gen AI deployment. Of all the Medtech domains, R&D is leading the way in Gen AI adoption. Being the most comfortable with new technologies, R&D departments use Gen AI tools to streamline work processes, such as summarising research papers or scientific articles, highlighting a grassroots adoption trend. Individual researchers are using AI to enhance productivity, even when no formal company-wide strategies are in place.While AI tools automate and accelerate R&D tasks, human review is still required to ensure final submissions are correct and satisfactory. Gen AI is proving to reduce time spent on administrative tasks for teams and improve research accuracy and depth, with some companies experiencing 20% to 30% gains in research productivity. KPIs for success in healthcare product programmesMeasuring business performance is essential in the healthcare sector. The number one goal is, of course, to deliver high-quality care, yet simultaneously maintain efficient operations. By measuring and analysing KPIs, healthcare providers are in a better position to improve patient outcomes through their data-based considerations. KPIs can also improve resource allocation, and encourage continuous improvement in all areas of care. In terms of healthcare product programmes, these structured initiatives prioritise the development, delivery, and continual optimisation of medical products. But to be a success, they require cross-functional coordination of clinical, technical, regulatory, and business teams. Time to market is critical, ensuring a product moves from the concept stage to launch as quickly as possible.Of particular note is the emphasis needing to be placed on labelling and documentation. McKinsey notes that AI-assisted labelling has resulted in a 20%-30% improvement in operational efficiency. Resource utilisation rates are also important, showing how efficiently time, budget, and/or headcount are used during the developmental stage of products. In the healthcare sector, KPIs ought to focus on several factors, including operational efficiency, patient outcomes, financial health of the business, and patient satisfaction. To achieve a comprehensive view of performance, these can be categorised into financial, operational, clinical quality, and patient experience.Bridging user experience with technical precision – design awardsInnovation is no longer solely judged by technical performance with user experiencebeing equally important. Some of the latest innovations in healthcare are recognised at the UX Design Awards, products that exemplify the best in user experience as well as technical precision. Top products prioritise the needs and experiences of both patients and healthcare professionals, also ensuring each product meets the rigorous clinical and regulatory standards of the sector. One example is the CIARTIC Move by Siemens Healthineers, a self-driving 3D C-arm imaging system that lets surgeons operate, controlling the device wirelessly in a sterile field. Computer hardware company ASUS has also received accolades for its HealthConnect App and VivoWatch Series, showcasing the fusion of AIoT-driven smart healthcare solutions with user-friendly interfaces – sometimes in what are essentially consumer devices. This demonstrates how technical innovation is being made accessible and becoming increasingly intuitive as patients gain technical fluency.  Navigating regulatory and product development pathways simultaneously The establishing of clinical and regulatory paths is important, as this enables healthcare teams to feed a twin stream of findings back into development. Gen AI adoption has become a transformative approach, automating the production and refining of complex documents, mixed data sets, and structured and unstructured data. By integrating regulatory considerations early and adopting technologies like Gen AI as part of agile practices, healthcare product programmes help teams navigate a regulatory landscape that can often shift. Baking a regulatory mindset into a team early helps ensure compliance and continued innovation. Want to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.Explore other upcoming enterprise technology events and webinars powered by TechForge here. #medtech #hardware #clinical #application #programmes
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    MedTech AI, hardware, and clinical application programmes
    Modern healthcare innovations span AI, devices, software, images, and regulatory frameworks, all requiring stringent coordination. Generative AI arguably has the strongest transformative potential in healthcare technology programmes, with it already being applied across various domains, such as R&D, commercial operations, and supply chain management.Traditional models for medical appointments, like face-to-face appointments, and paper-based processes may not be sufficient to meet the fast-paced, data-driven medical landscape of today. Therefore, healthcare professionals and patients are seeking more convenient and efficient ways to access and share information, meeting the complex standards of modern medical science. According to McKinsey, Medtech companies are at the forefront of healthcare innovation, estimating they could capture between $14 billion and $55 billion annually in productivity gains. Through GenAI adoption, an additional $50 billion plus in revenue is estimated from products and service innovations. A McKinsey 2024 survey revealed around two thirds of Medtech executives have already implemented Gen AI, with approximately 20% scaling their solutions up and reporting substantial benefits to productivity.  While advanced technology implementation is growing across the medical industry, challenges persist. Organisations face hurdles like data integration issues, decentralised strategies, and skill gaps. Together, these highlight a need for a more streamlined approach to Gen AI deployment. Of all the Medtech domains, R&D is leading the way in Gen AI adoption. Being the most comfortable with new technologies, R&D departments use Gen AI tools to streamline work processes, such as summarising research papers or scientific articles, highlighting a grassroots adoption trend. Individual researchers are using AI to enhance productivity, even when no formal company-wide strategies are in place.While AI tools automate and accelerate R&D tasks, human review is still required to ensure final submissions are correct and satisfactory. Gen AI is proving to reduce time spent on administrative tasks for teams and improve research accuracy and depth, with some companies experiencing 20% to 30% gains in research productivity. KPIs for success in healthcare product programmesMeasuring business performance is essential in the healthcare sector. The number one goal is, of course, to deliver high-quality care, yet simultaneously maintain efficient operations. By measuring and analysing KPIs, healthcare providers are in a better position to improve patient outcomes through their data-based considerations. KPIs can also improve resource allocation, and encourage continuous improvement in all areas of care. In terms of healthcare product programmes, these structured initiatives prioritise the development, delivery, and continual optimisation of medical products. But to be a success, they require cross-functional coordination of clinical, technical, regulatory, and business teams. Time to market is critical, ensuring a product moves from the concept stage to launch as quickly as possible.Of particular note is the emphasis needing to be placed on labelling and documentation. McKinsey notes that AI-assisted labelling has resulted in a 20%-30% improvement in operational efficiency. Resource utilisation rates are also important, showing how efficiently time, budget, and/or headcount are used during the developmental stage of products. In the healthcare sector, KPIs ought to focus on several factors, including operational efficiency, patient outcomes, financial health of the business, and patient satisfaction. To achieve a comprehensive view of performance, these can be categorised into financial, operational, clinical quality, and patient experience.Bridging user experience with technical precision – design awardsInnovation is no longer solely judged by technical performance with user experience (UX) being equally important. Some of the latest innovations in healthcare are recognised at the UX Design Awards, products that exemplify the best in user experience as well as technical precision. Top products prioritise the needs and experiences of both patients and healthcare professionals, also ensuring each product meets the rigorous clinical and regulatory standards of the sector. One example is the CIARTIC Move by Siemens Healthineers, a self-driving 3D C-arm imaging system that lets surgeons operate, controlling the device wirelessly in a sterile field. Computer hardware company ASUS has also received accolades for its HealthConnect App and VivoWatch Series, showcasing the fusion of AIoT-driven smart healthcare solutions with user-friendly interfaces – sometimes in what are essentially consumer devices. This demonstrates how technical innovation is being made accessible and becoming increasingly intuitive as patients gain technical fluency.  Navigating regulatory and product development pathways simultaneously The establishing of clinical and regulatory paths is important, as this enables healthcare teams to feed a twin stream of findings back into development. Gen AI adoption has become a transformative approach, automating the production and refining of complex documents, mixed data sets, and structured and unstructured data. By integrating regulatory considerations early and adopting technologies like Gen AI as part of agile practices, healthcare product programmes help teams navigate a regulatory landscape that can often shift. Baking a regulatory mindset into a team early helps ensure compliance and continued innovation. (Image source: “IBM Achieves New Deep Learning Breakthrough” by IBM Research is licensed under CC BY-ND 2.0.)Want to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.Explore other upcoming enterprise technology events and webinars powered by TechForge here.
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  • How AI is reshaping the future of healthcare and medical research

    Transcript       
    PETER LEE: “In ‘The Little Black Bag,’ a classic science fiction story, a high-tech doctor’s kit of the future is accidentally transported back to the 1950s, into the shaky hands of a washed-up, alcoholic doctor. The ultimate medical tool, it redeems the doctor wielding it, allowing him to practice gratifyingly heroic medicine. … The tale ends badly for the doctor and his treacherous assistant, but it offered a picture of how advanced technology could transform medicine—powerful when it was written nearly 75 years ago and still so today. What would be the Al equivalent of that little black bag? At this moment when new capabilities are emerging, how do we imagine them into medicine?”          
    This is The AI Revolution in Medicine, Revisited. I’m your host, Peter Lee.   
    Shortly after OpenAI’s GPT-4 was publicly released, Carey Goldberg, Dr. Zak Kohane, and I published The AI Revolution in Medicine to help educate the world of healthcare and medical research about the transformative impact this new generative AI technology could have. But because we wrote the book when GPT-4 was still a secret, we had to speculate. Now, two years later, what did we get right, and what did we get wrong?    
    In this series, we’ll talk to clinicians, patients, hospital administrators, and others to understand the reality of AI in the field and where we go from here.  The book passage I read at the top is from “Chapter 10: The Big Black Bag.” 
    In imagining AI in medicine, Carey, Zak, and I included in our book two fictional accounts. In the first, a medical resident consults GPT-4 on her personal phone as the patient in front of her crashes. Within seconds, it offers an alternate response based on recent literature. In the second account, a 90-year-old woman with several chronic conditions is living independently and receiving near-constant medical support from an AI aide.   
    In our conversations with the guests we’ve spoken to so far, we’ve caught a glimpse of these predicted futures, seeing how clinicians and patients are actually using AI today and how developers are leveraging the technology in the healthcare products and services they’re creating. In fact, that first fictional account isn’t so fictional after all, as most of the doctors in the real world actually appear to be using AI at least occasionally—and sometimes much more than occasionally—to help in their daily clinical work. And as for the second fictional account, which is more of a science fiction account, it seems we are indeed on the verge of a new way of delivering and receiving healthcare, though the future is still very much open. 
    As we continue to examine the current state of AI in healthcare and its potential to transform the field, I’m pleased to welcome Bill Gates and Sébastien Bubeck.  
    Bill may be best known as the co-founder of Microsoft, having created the company with his childhood friend Paul Allen in 1975. He’s now the founder of Breakthrough Energy, which aims to advance clean energy innovation, and TerraPower, a company developing groundbreaking nuclear energy and science technologies. He also chairs the world’s largest philanthropic organization, the Gates Foundation, and focuses on solving a variety of health challenges around the globe and here at home. 
    Sébastien is a research lead at OpenAI. He was previously a distinguished scientist, vice president of AI, and a colleague of mine here at Microsoft, where his work included spearheading the development of the family of small language models known as Phi. While at Microsoft, he also coauthored the discussion-provoking 2023 paper “Sparks of Artificial General Intelligence,” which presented the results of early experiments with GPT-4 conducted by a small team from Microsoft Research.     
    Here’s my conversation with Bill Gates and Sébastien Bubeck. 
    LEE: Bill, welcome. 
    BILL GATES: Thank you. 
    LEE: Seb … 
    SÉBASTIEN BUBECK: Yeah. Hi, hi, Peter. Nice to be here. 
    LEE: You know, one of the things that I’ve been doing just to get the conversation warmed up is to talk about origin stories, and what I mean about origin stories is, you know, what was the first contact that you had with large language models or the concept of generative AI that convinced you or made you think that something really important was happening? 
    And so, Bill, I think I’ve heard the story about, you know, the time when the OpenAI folks—Sam Altman, Greg Brockman, and others—showed you something, but could we hear from you what those early encounters were like and what was going through your mind?  
    GATES: Well, I’d been visiting OpenAI soon after it was created to see things like GPT-2 and to see the little arm they had that was trying to match human manipulation and, you know, looking at their games like Dota that they were trying to get as good as human play. And honestly, I didn’t think the language model stuff they were doing, even when they got to GPT-3, would show the ability to learn, you know, in the same sense that a human reads a biology book and is able to take that knowledge and access it not only to pass a test but also to create new medicines. 
    And so my challenge to them was that if their LLM could get a five on the advanced placement biology test, then I would say, OK, it took biologic knowledge and encoded it in an accessible way and that I didn’t expect them to do that very quickly but it would be profound.  
    And it was only about six months after I challenged them to do that, that an early version of GPT-4 they brought up to a dinner at my house, and in fact, it answered most of the questions that night very well. The one it got totally wrong, we were … because it was so good, we kept thinking, Oh, we must be wrong. It turned out it was a math weaknessthat, you know, we later understood that that was an area of, weirdly, of incredible weakness of those early models. But, you know, that was when I realized, OK, the age of cheap intelligence was at its beginning. 
    LEE: Yeah. So I guess it seems like you had something similar to me in that my first encounters, I actually harbored some skepticism. Is it fair to say you were skeptical before that? 
    GATES: Well, the idea that we’ve figured out how to encode and access knowledge in this very deep sense without even understanding the nature of the encoding, … 
    LEE: Right.  
    GATES: … that is a bit weird.  
    LEE: Yeah. 
    GATES: We have an algorithm that creates the computation, but even say, OK, where is the president’s birthday stored in there? Where is this fact stored in there? The fact that even now when we’re playing around, getting a little bit more sense of it, it’s opaque to us what the semantic encoding is, it’s, kind of, amazing to me. I thought the invention of knowledge storage would be an explicit way of encoding knowledge, not an implicit statistical training. 
    LEE: Yeah, yeah. All right. So, Seb, you know, on this same topic, you know, I got—as we say at Microsoft—I got pulled into the tent. 
    BUBECK: Yes.  
    LEE: Because this was a very secret project. And then, um, I had the opportunity to select a small number of researchers in MSRto join and start investigating this thing seriously. And the first person I pulled in was you. 
    BUBECK: Yeah. 
    LEE: And so what were your first encounters? Because I actually don’t remember what happened then. 
    BUBECK: Oh, I remember it very well.My first encounter with GPT-4 was in a meeting with the two of you, actually. But my kind of first contact, the first moment where I realized that something was happening with generative AI, was before that. And I agree with Bill that I also wasn’t too impressed by GPT-3. 
    I though that it was kind of, you know, very naturally mimicking the web, sort of parroting what was written there in a nice way. Still in a way which seemed very impressive. But it wasn’t really intelligent in any way. But shortly after GPT-3, there was a model before GPT-4 that really shocked me, and this was the first image generation model, DALL-E 1. 
    So that was in 2021. And I will forever remember the press release of OpenAI where they had this prompt of an avocado chair and then you had this image of the avocado chair.And what really shocked me is that clearly the model kind of “understood” what is a chair, what is an avocado, and was able to merge those concepts. 
    So this was really, to me, the first moment where I saw some understanding in those models.  
    LEE: So this was, just to get the timing right, that was before I pulled you into the tent. 
    BUBECK: That was before. That was like a year before. 
    LEE: Right.  
    BUBECK: And now I will tell you how, you know, we went from that moment to the meeting with the two of you and GPT-4. 
    So once I saw this kind of understanding, I thought, OK, fine. It understands concept, but it’s still not able to reason. It cannot—as, you know, Bill was saying—it cannot learn from your document. It cannot reason.  
    So I set out to try to prove that. You know, this is what I was in the business of at the time, trying to prove things in mathematics. So I was trying to prove that basically autoregressive transformers could never reason. So I was trying to prove this. And after a year of work, I had something reasonable to show. And so I had the meeting with the two of you, and I had this example where I wanted to say, there is no way that an LLM is going to be able to do x. 
    And then as soon as I … I don’t know if you remember, Bill. But as soon as I said that, you said, oh, but wait a second. I had, you know, the OpenAI crew at my house recently, and they showed me a new model. Why don’t we ask this new model this question?  
    LEE: Yeah.
    BUBECK: And we did, and it solved it on the spot. And that really, honestly, just changed my life. Like, you know, I had been working for a year trying to say that this was impossible. And just right there, it was shown to be possible.  
    LEE:One of the very first things I got interested in—because I was really thinking a lot about healthcare—was healthcare and medicine. 
    And I don’t know if the two of you remember, but I ended up doing a lot of tests. I ran through, you know, step one and step two of the US Medical Licensing Exam. Did a whole bunch of other things. I wrote this big report. It was, you know, I can’t remember … a couple hundred pages.  
    And I needed to share this with someone. I didn’t … there weren’t too many people I could share it with. So I sent, I think, a copy to you, Bill. Sent a copy to you, Seb.  
    I hardly slept for about a week putting that report together. And, yeah, and I kept working on it. But I was far from alone. I think everyone who was in the tent, so to speak, in those early days was going through something pretty similar. All right. So I think … of course, a lot of what I put in the report also ended up being examples that made it into the book. 
    But the main purpose of this conversation isn’t to reminisce aboutor indulge in those reminiscences but to talk about what’s happening in healthcare and medicine. And, you know, as I said, we wrote this book. We did it very, very quickly. Seb, you helped. Bill, you know, you provided a review and some endorsements. 
    But, you know, honestly, we didn’t know what we were talking about because no one had access to this thing. And so we just made a bunch of guesses. So really, the whole thing I wanted to probe with the two of you is, now with two years of experience out in the world, what, you know, what do we think is happening today? 
    You know, is AI actually having an impact, positive or negative, on healthcare and medicine? And what do we now think is going to happen in the next two years, five years, or 10 years? And so I realize it’s a little bit too abstract to just ask it that way. So let me just try to narrow the discussion and guide us a little bit.  
    Um, the kind of administrative and clerical work, paperwork, around healthcare—and we made a lot of guesses about that—that appears to be going well, but, you know, Bill, I know we’ve discussed that sometimes that you think there ought to be a lot more going on. Do you have a viewpoint on how AI is actually finding its way into reducing paperwork? 
    GATES: Well, I’m stunned … I don’t think there should be a patient-doctor meeting where the AI is not sitting in and both transcribing, offering to help with the paperwork, and even making suggestions, although the doctor will be the one, you know, who makes the final decision about the diagnosis and whatever prescription gets done.  
    It’s so helpful. You know, when that patient goes home and their, you know, son who wants to understand what happened has some questions, that AI should be available to continue that conversation. And the way you can improve that experience and streamline things and, you know, involve the people who advise you. I don’t understand why that’s not more adopted, because there you still have the human in the loop making that final decision. 
    But even for, like, follow-up calls to make sure the patient did things, to understand if they have concerns and knowing when to escalate back to the doctor, the benefit is incredible. And, you know, that thing is ready for prime time. That paradigm is ready for prime time, in my view. 
    LEE: Yeah, there are some good products, but it seems like the number one use right now—and we kind of got this from some of the previous guests in previous episodes—is the use of AI just to respond to emails from patients.Does that make sense to you? 
    BUBECK: Yeah. So maybe I want to second what Bill was saying but maybe take a step back first. You know, two years ago, like, the concept of clinical scribes, which is one of the things that we’re talking about right now, it would have sounded, in fact, it sounded two years ago, borderline dangerous. Because everybody was worried about hallucinations. What happened if you have this AI listening in and then it transcribes, you know, something wrong? 
    Now, two years later, I think it’s mostly working. And in fact, it is not yet, you know, fully adopted. You’re right. But it is in production. It is used, you know, in many, many places. So this rate of progress is astounding because it wasn’t obvious that we would be able to overcome those obstacles of hallucination. It’s not to say that hallucinations are fully solved. In the case of the closed system, they are.  
    Now, I think more generally what’s going on in the background is that there is something that we, that certainly I, underestimated, which is this management overhead. So I think the reason why this is not adopted everywhere is really a training and teaching aspect. People need to be taught, like, those systems, how to interact with them. 
    And one example that I really like, a study that recently appeared where they tried to use ChatGPT for diagnosis and they were comparing doctors without and with ChatGPT. And the amazing thing … so this was a set of cases where the accuracy of the doctors alone was around 75%. ChatGPT alone was 90%. So that’s already kind of mind blowing. But then the kicker is that doctors with ChatGPT was 80%.  
    Intelligence alone is not enough. It’s also how it’s presented, how you interact with it. And ChatGPT, it’s an amazing tool. Obviously, I absolutely love it. But it’s not … you don’t want a doctor to have to type in, you know, prompts and use it that way. 
    It should be, as Bill was saying, kind of running continuously in the background, sending you notifications. And you have to be really careful of the rate at which those notifications are being sent. Because if they are too frequent, then the doctor will learn to ignore them. So you have to … all of those things matter, in fact, at least as much as the level of intelligence of the machine. 
    LEE: One of the things I think about, Bill, in that scenario that you described, doctors do some thinking about the patient when they write the note. So, you know, I’m always a little uncertain whether it’s actually … you know, you wouldn’t necessarily want to fully automate this, I don’t think. Or at least there needs to be some prompt to the doctor to make sure that the doctor puts some thought into what happened in the encounter with the patient. Does that make sense to you at all? 
    GATES: At this stage, you know, I’d still put the onus on the doctor to write the conclusions and the summary and not delegate that. 
    The tradeoffs you make a little bit are somewhat dependent on the situation you’re in. If you’re in Africa,
    So, yes, the doctor’s still going to have to do a lot of work, but just the quality of letting the patient and the people around them interact and ask questions and have things explained, that alone is such a quality improvement. It’s mind blowing.  
    LEE: So since you mentioned, you know, Africa—and, of course, this touches on the mission and some of the priorities of the Gates Foundation and this idea of democratization of access to expert medical care—what’s the most interesting stuff going on right now? Are there people and organizations or technologies that are impressing you or that you’re tracking? 
    GATES: Yeah. So the Gates Foundation has given out a lot of grants to people in Africa doing education, agriculture but more healthcare examples than anything. And the way these things start off, they often start out either being patient-centric in a narrow situation, like, OK, I’m a pregnant woman; talk to me. Or, I have infectious disease symptoms; talk to me. Or they’re connected to a health worker where they’re helping that worker get their job done. And we have lots of pilots out, you know, in both of those cases.  
    The dream would be eventually to have the thing the patient consults be so broad that it’s like having a doctor available who understands the local things.  
    LEE: Right.  
    GATES: We’re not there yet. But over the next two or three years, you know, particularly given the worsening financial constraints against African health systems, where the withdrawal of money has been dramatic, you know, figuring out how to take this—what I sometimes call “free intelligence”—and build a quality health system around that, we will have to be more radical in low-income countries than any rich country is ever going to be.  
    LEE: Also, there’s maybe a different regulatory environment, so some of those things maybe are easier? Because right now, I think the world hasn’t figured out how to and whether to regulate, let’s say, an AI that might give a medical diagnosis or write a prescription for a medication. 
    BUBECK: Yeah. I think one issue with this, and it’s also slowing down the deployment of AI in healthcare more generally, is a lack of proper benchmark. Because, you know, you were mentioning the USMLE, for example. That’s a great test to test human beings and their knowledge of healthcare and medicine. But it’s not a great test to give to an AI. 
    It’s not asking the right questions. So finding what are the right questions to test whether an AI system is ready to give diagnosis in a constrained setting, that’s a very, very important direction, which to my surprise, is not yet accelerating at the rate that I was hoping for. 
    LEE: OK, so that gives me an excuse to get more now into the core AI tech because something I’ve discussed with both of you is this issue of what are the right tests. And you both know the very first test I give to any new spin of an LLM is I present a patient, the results—a mythical patient—the results of my physical exam, my mythical physical exam. Maybe some results of some initial labs. And then I present or propose a differential diagnosis. And if you’re not in medicine, a differential diagnosis you can just think of as a prioritized list of the possible diagnoses that fit with all that data. And in that proposed differential, I always intentionally make two mistakes. 
    I make a textbook technical error in one of the possible elements of the differential diagnosis, and I have an error of omission. And, you know, I just want to know, does the LLM understand what I’m talking about? And all the good ones out there do now. But then I want to know, can it spot the errors? And then most importantly, is it willing to tell me I’m wrong, that I’ve made a mistake?  
    That last piece seems really hard for AI today. And so let me ask you first, Seb, because at the time of this taping, of course, there was a new spin of GPT-4o last week that became overly sycophantic. In other words, it was actually prone in that test of mine not only to not tell me I’m wrong, but it actually praised me for the creativity of my differential.What’s up with that? 
    BUBECK: Yeah, I guess it’s a testament to the fact that training those models is still more of an art than a science. So it’s a difficult job. Just to be clear with the audience, we have rolled back thatversion of GPT-4o, so now we don’t have the sycophant version out there. 
    Yeah, no, it’s a really difficult question. It has to do … as you said, it’s very technical. It has to do with the post-training and how, like, where do you nudge the model? So, you know, there is this very classical by now technique called RLHF, where you push the model in the direction of a certain reward model. So the reward model is just telling the model, you know, what behavior is good, what behavior is bad. 
    But this reward model is itself an LLM, and, you know, Bill was saying at the very beginning of the conversation that we don’t really understand how those LLMs deal with concepts like, you know, where is the capital of France located? Things like that. It is the same thing for this reward model. We don’t know why it says that it prefers one output to another, and whether this is correlated with some sycophancy is, you know, something that we discovered basically just now. That if you push too hard in optimization on this reward model, you will get a sycophant model. 
    So it’s kind of … what I’m trying to say is we became too good at what we were doing, and we ended up, in fact, in a trap of the reward model. 
    LEE: I mean, you do want … it’s a difficult balance because you do want models to follow your desires and … 
    BUBECK: It’s a very difficult, very difficult balance. 
    LEE: So this brings up then the following question for me, which is the extent to which we think we’ll need to have specially trained models for things. So let me start with you, Bill. Do you have a point of view on whether we will need to, you know, quote-unquote take AI models to med school? Have them specially trained? Like, if you were going to deploy something to give medical care in underserved parts of the world, do we need to do something special to create those models? 
    GATES: We certainly need to teach them the African languages and the unique dialects so that the multimedia interactions are very high quality. We certainly need to teach them the disease prevalence and unique disease patterns like, you know, neglected tropical diseases and malaria. So we need to gather a set of facts that somebody trying to go for a US customer base, you know, wouldn’t necessarily have that in there. 
    Those two things are actually very straightforward because the additional training time is small. I’d say for the next few years, we’ll also need to do reinforcement learning about the context of being a doctor and how important certain behaviors are. Humans learn over the course of their life to some degree that, I’m in a different context and the way I behave in terms of being willing to criticize or be nice, you know, how important is it? Who’s here? What’s my relationship to them?  
    Right now, these machines don’t have that broad social experience. And so if you know it’s going to be used for health things, a lot of reinforcement learning of the very best humans in that context would still be valuable. Eventually, the models will, having read all the literature of the world about good doctors, bad doctors, it’ll understand as soon as you say, “I want you to be a doctor diagnosing somebody.” All of the implicit reinforcement that fits that situation, you know, will be there.
    LEE: Yeah.
    GATES: And so I hope three years from now, we don’t have to do that reinforcement learning. But today, for any medical context, you would want a lot of data to reinforce tone, willingness to say things when, you know, there might be something significant at stake. 
    LEE: Yeah. So, you know, something Bill said, kind of, reminds me of another thing that I think we missed, which is, the context also … and the specialization also pertains to different, I guess, what we still call “modes,” although I don’t know if the idea of multimodal is the same as it was two years ago. But, you know, what do you make of all of the hubbub around—in fact, within Microsoft Research, this is a big deal, but I think we’re far from alone—you know, medical images and vision, video, proteins and molecules, cell, you know, cellular data and so on. 
    BUBECK: Yeah. OK. So there is a lot to say to everything … to the last, you know, couple of minutes. Maybe on the specialization aspect, you know, I think there is, hiding behind this, a really fundamental scientific question of whether eventually we have a singular AGIthat kind of knows everything and you can just put, you know, explain your own context and it will just get it and understand everything. 
    That’s one vision. I have to say, I don’t particularly believe in this vision. In fact, we humans are not like that at all. I think, hopefully, we are general intelligences, yet we have to specialize a lot. And, you know, I did myself a lot of RL, reinforcement learning, on mathematics. Like, that’s what I did, you know, spent a lot of time doing that. And I didn’t improve on other aspects. You know, in fact, I probably degraded in other aspects.So it’s … I think it’s an important example to have in mind. 
    LEE: I think I might disagree with you on that, though, because, like, doesn’t a model have to see both good science and bad science in order to be able to gain the ability to discern between the two? 
    BUBECK: Yeah, no, that absolutely. I think there is value in seeing the generality, in having a very broad base. But then you, kind of, specialize on verticals. And this is where also, you know, open-weights model, which we haven’t talked about yet, are really important because they allow you to provide this broad base to everyone. And then you can specialize on top of it. 
    LEE: So we have about three hours of stuff to talk about, but our time is actually running low.
    BUBECK: Yes, yes, yes.  
    LEE: So I think I want … there’s a more provocative question. It’s almost a silly question, but I need to ask it of the two of you, which is, is there a future, you know, where AI replaces doctors or replaces, you know, medical specialties that we have today? So what does the world look like, say, five years from now? 
    GATES: Well, it’s important to distinguish healthcare discovery activity from healthcare delivery activity. We focused mostly on delivery. I think it’s very much within the realm of possibility that the AI is not only accelerating healthcare discovery but substituting for a lot of the roles of, you know, I’m an organic chemist, or I run various types of assays. I can see those, which are, you know, testable-output-type jobs but with still very high value, I can see, you know, some replacement in those areas before the doctor.  
    The doctor, still understanding the human condition and long-term dialogues, you know, they’ve had a lifetime of reinforcement of that, particularly when you get into areas like mental health. So I wouldn’t say in five years, either people will choose to adopt it, but it will be profound that there’ll be this nearly free intelligence that can do follow-up, that can help you, you know, make sure you went through different possibilities. 
    And so I’d say, yes, we’ll have doctors, but I’d say healthcare will be massively transformed in its quality and in efficiency by AI in that time period. 
    LEE: Is there a comparison, useful comparison, say, between doctors and, say, programmers, computer programmers, or doctors and, I don’t know, lawyers? 
    GATES: Programming is another one that has, kind of, a mathematical correctness to it, you know, and so the objective function that you’re trying to reinforce to, as soon as you can understand the state machines, you can have something that’s “checkable”; that’s correct. So I think programming, you know, which is weird to say, that the machine will beat us at most programming tasks before we let it take over roles that have deep empathy, you know, physical presence and social understanding in them. 
    LEE: Yeah. By the way, you know, I fully expect in five years that AI will produce mathematical proofs that are checkable for validity, easily checkable, because they’ll be written in a proof-checking language like Lean or something but will be so complex that no human mathematician can understand them. I expect that to happen.  
    I can imagine in some fields, like cellular biology, we could have the same situation in the future because the molecular pathways, the chemistry, biochemistry of human cells or living cells is as complex as any mathematics, and so it seems possible that we may be in a state where in wet lab, we see, Oh yeah, this actually works, but no one can understand why. 
    BUBECK: Yeah, absolutely. I mean, I think I really agree with Bill’s distinction of the discovery and the delivery, and indeed, the discovery’s when you can check things, and at the end, there is an artifact that you can verify. You know, you can run the protocol in the wet lab and seeproduced what you wanted. So I absolutely agree with that.  
    And in fact, you know, we don’t have to talk five years from now. I don’t know if you know, but just recently, there was a paper that was published on a scientific discovery using o3- mini. So this is really amazing. And, you know, just very quickly, just so people know, it was about this statistical physics model, the frustrated Potts model, which has to do with coloring, and basically, the case of three colors, like, more than two colors was open for a long time, and o3 was able to reduce the case of three colors to two colors.  
    LEE: Yeah. 
    BUBECK: Which is just, like, astounding. And this is not … this is now. This is happening right now. So this is something that I personally didn’t expect it would happen so quickly, and it’s due to those reasoning models.  
    Now, on the delivery side, I would add something more to it for the reason why doctors and, in fact, lawyers and coders will remain for a long time, and it’s because we still don’t understand how those models generalize. Like, at the end of the day, we are not able to tell you when they are confronted with a really new, novel situation, whether they will work or not. 
    Nobody is able to give you that guarantee. And I think until we understand this generalization better, we’re not going to be willing to just let the system in the wild without human supervision. 
    LEE: But don’t human doctors, human specialists … so, for example, a cardiologist sees a patient in a certain way that a nephrologist … 
    BUBECK: Yeah.
    LEE: … or an endocrinologist might not.
    BUBECK: That’s right. But another cardiologist will understand and, kind of, expect a certain level of generalization from their peer. And this, we just don’t have it with AI models. Now, of course, you’re exactly right. That generalization is also hard for humans. Like, if you have a human trained for one task and you put them into another task, then you don’t … you often don’t know.
    LEE: OK. You know, the podcast is focused on what’s happened over the last two years. But now, I’d like one provocative prediction about what you think the world of AI and medicine is going to be at some point in the future. You pick your timeframe. I don’t care if it’s two years or 20 years from now, but, you know, what do you think will be different about AI in medicine in that future than today? 
    BUBECK: Yeah, I think the deployment is going to accelerate soon. Like, we’re really not missing very much. There is this enormous capability overhang. Like, even if progress completely stopped, with current systems, we can do a lot more than what we’re doing right now. So I think this will … this has to be realized, you know, sooner rather than later. 
    And I think it’s probably dependent on these benchmarks and proper evaluation and tying this with regulation. So these are things that take time in human society and for good reason. But now we already are at two years; you know, give it another two years and it should be really …  
    LEE: Will AI prescribe your medicines? Write your prescriptions? 
    BUBECK: I think yes. I think yes. 
    LEE: OK. Bill? 
    GATES: Well, I think the next two years, we’ll have massive pilots, and so the amount of use of the AI, still in a copilot-type mode, you know, we should get millions of patient visits, you know, both in general medicine and in the mental health side, as well. And I think that’s going to build up both the data and the confidence to give the AI some additional autonomy. You know, are you going to let it talk to you at night when you’re panicked about your mental health with some ability to escalate?
    And, you know, I’ve gone so far as to tell politicians with national health systems that if they deploy AI appropriately, that the quality of care, the overload of the doctors, the improvement in the economics will be enough that their voters will be stunned because they just don’t expect this, and, you know, they could be reelectedjust on this one thing of fixing what is a very overloaded and economically challenged health system in these rich countries. 
    You know, my personal role is going to be to make sure that in the poorer countries, there isn’t some lag; in fact, in many cases, that we’ll be more aggressive because, you know, we’re comparing to having no access to doctors at all. And, you know, so I think whether it’s India or Africa, there’ll be lessons that are globally valuable because we need medical intelligence. And, you know, thank god AI is going to provide a lot of that. 
    LEE: Well, on that optimistic note, I think that’s a good way to end. Bill, Seb, really appreciate all of this.  
    I think the most fundamental prediction we made in the book is that AI would actually find its way into the practice of medicine, and I think that that at least has come true, maybe in different ways than we expected, but it’s come true, and I think it’ll only accelerate from here. So thanks again, both of you.  
    GATES: Yeah. Thanks, you guys. 
    BUBECK: Thank you, Peter. Thanks, Bill. 
    LEE: I just always feel such a sense of privilege to have a chance to interact and actually work with people like Bill and Sébastien.   
    With Bill, I’m always amazed at how practically minded he is. He’s really thinking about the nuts and bolts of what AI might be able to do for people, and his thoughts about underserved parts of the world, the idea that we might actually be able to empower people with access to expert medical knowledge, I think is both inspiring and amazing.  
    And then, Seb, Sébastien Bubeck, he’s just absolutely a brilliant mind. He has a really firm grip on the deep mathematics of artificial intelligence and brings that to bear in his research and development work. And where that mathematics takes him isn’t just into the nuts and bolts of algorithms but into philosophical questions about the nature of intelligence.  
    One of the things that Sébastien brought up was the state of evaluation of AI systems. And indeed, he was fairly critical in our conversation. But of course, the world of AI research and development is just moving so fast, and indeed, since we recorded our conversation, OpenAI, in fact, released a new evaluation metric that is directly relevant to medical applications, and that is something called HealthBench. And Microsoft Research also released a new evaluation approach or process called ADeLe.  
    HealthBench and ADeLe are examples of new approaches to evaluating AI models that are less about testing their knowledge and ability to pass multiple-choice exams and instead are evaluation approaches designed to assess how well AI models are able to complete tasks that actually arise every day in typical healthcare or biomedical research settings. These are examples of really important good work that speak to how well AI models work in the real world of healthcare and biomedical research and how well they can collaborate with human beings in those settings. 
    You know, I asked Bill and Seb to make some predictions about the future. You know, my own answer, I expect that we’re going to be able to use AI to change how we diagnose patients, change how we decide treatment options.  
    If you’re a doctor or a nurse and you encounter a patient, you’ll ask questions, do a physical exam, you know, call out for labs just like you do today, but then you’ll be able to engage with AI based on all of that data and just ask, you know, based on all the other people who have gone through the same experience, who have similar data, how were they diagnosed? How were they treated? What were their outcomes? And what does that mean for the patient I have right now? Some people call it the “patients like me” paradigm. And I think that’s going to become real because of AI within our lifetimes. That idea of really grounding the delivery in healthcare and medical practice through data and intelligence, I actually now don’t see any barriers to that future becoming real.  
    I’d like to extend another big thank you to Bill and Sébastien for their time. And to our listeners, as always, it’s a pleasure to have you along for the ride. I hope you’ll join us for our remaining conversations, as well as a second coauthor roundtable with Carey and Zak.  
    Until next time.  
    #how #reshaping #future #healthcare #medical
    How AI is reshaping the future of healthcare and medical research
    Transcript        PETER LEE: “In ‘The Little Black Bag,’ a classic science fiction story, a high-tech doctor’s kit of the future is accidentally transported back to the 1950s, into the shaky hands of a washed-up, alcoholic doctor. The ultimate medical tool, it redeems the doctor wielding it, allowing him to practice gratifyingly heroic medicine. … The tale ends badly for the doctor and his treacherous assistant, but it offered a picture of how advanced technology could transform medicine—powerful when it was written nearly 75 years ago and still so today. What would be the Al equivalent of that little black bag? At this moment when new capabilities are emerging, how do we imagine them into medicine?”           This is The AI Revolution in Medicine, Revisited. I’m your host, Peter Lee.    Shortly after OpenAI’s GPT-4 was publicly released, Carey Goldberg, Dr. Zak Kohane, and I published The AI Revolution in Medicine to help educate the world of healthcare and medical research about the transformative impact this new generative AI technology could have. But because we wrote the book when GPT-4 was still a secret, we had to speculate. Now, two years later, what did we get right, and what did we get wrong?     In this series, we’ll talk to clinicians, patients, hospital administrators, and others to understand the reality of AI in the field and where we go from here.  The book passage I read at the top is from “Chapter 10: The Big Black Bag.”  In imagining AI in medicine, Carey, Zak, and I included in our book two fictional accounts. In the first, a medical resident consults GPT-4 on her personal phone as the patient in front of her crashes. Within seconds, it offers an alternate response based on recent literature. In the second account, a 90-year-old woman with several chronic conditions is living independently and receiving near-constant medical support from an AI aide.    In our conversations with the guests we’ve spoken to so far, we’ve caught a glimpse of these predicted futures, seeing how clinicians and patients are actually using AI today and how developers are leveraging the technology in the healthcare products and services they’re creating. In fact, that first fictional account isn’t so fictional after all, as most of the doctors in the real world actually appear to be using AI at least occasionally—and sometimes much more than occasionally—to help in their daily clinical work. And as for the second fictional account, which is more of a science fiction account, it seems we are indeed on the verge of a new way of delivering and receiving healthcare, though the future is still very much open.  As we continue to examine the current state of AI in healthcare and its potential to transform the field, I’m pleased to welcome Bill Gates and Sébastien Bubeck.   Bill may be best known as the co-founder of Microsoft, having created the company with his childhood friend Paul Allen in 1975. He’s now the founder of Breakthrough Energy, which aims to advance clean energy innovation, and TerraPower, a company developing groundbreaking nuclear energy and science technologies. He also chairs the world’s largest philanthropic organization, the Gates Foundation, and focuses on solving a variety of health challenges around the globe and here at home.  Sébastien is a research lead at OpenAI. He was previously a distinguished scientist, vice president of AI, and a colleague of mine here at Microsoft, where his work included spearheading the development of the family of small language models known as Phi. While at Microsoft, he also coauthored the discussion-provoking 2023 paper “Sparks of Artificial General Intelligence,” which presented the results of early experiments with GPT-4 conducted by a small team from Microsoft Research.      Here’s my conversation with Bill Gates and Sébastien Bubeck.  LEE: Bill, welcome.  BILL GATES: Thank you.  LEE: Seb …  SÉBASTIEN BUBECK: Yeah. Hi, hi, Peter. Nice to be here.  LEE: You know, one of the things that I’ve been doing just to get the conversation warmed up is to talk about origin stories, and what I mean about origin stories is, you know, what was the first contact that you had with large language models or the concept of generative AI that convinced you or made you think that something really important was happening?  And so, Bill, I think I’ve heard the story about, you know, the time when the OpenAI folks—Sam Altman, Greg Brockman, and others—showed you something, but could we hear from you what those early encounters were like and what was going through your mind?   GATES: Well, I’d been visiting OpenAI soon after it was created to see things like GPT-2 and to see the little arm they had that was trying to match human manipulation and, you know, looking at their games like Dota that they were trying to get as good as human play. And honestly, I didn’t think the language model stuff they were doing, even when they got to GPT-3, would show the ability to learn, you know, in the same sense that a human reads a biology book and is able to take that knowledge and access it not only to pass a test but also to create new medicines.  And so my challenge to them was that if their LLM could get a five on the advanced placement biology test, then I would say, OK, it took biologic knowledge and encoded it in an accessible way and that I didn’t expect them to do that very quickly but it would be profound.   And it was only about six months after I challenged them to do that, that an early version of GPT-4 they brought up to a dinner at my house, and in fact, it answered most of the questions that night very well. The one it got totally wrong, we were … because it was so good, we kept thinking, Oh, we must be wrong. It turned out it was a math weaknessthat, you know, we later understood that that was an area of, weirdly, of incredible weakness of those early models. But, you know, that was when I realized, OK, the age of cheap intelligence was at its beginning.  LEE: Yeah. So I guess it seems like you had something similar to me in that my first encounters, I actually harbored some skepticism. Is it fair to say you were skeptical before that?  GATES: Well, the idea that we’ve figured out how to encode and access knowledge in this very deep sense without even understanding the nature of the encoding, …  LEE: Right.   GATES: … that is a bit weird.   LEE: Yeah.  GATES: We have an algorithm that creates the computation, but even say, OK, where is the president’s birthday stored in there? Where is this fact stored in there? The fact that even now when we’re playing around, getting a little bit more sense of it, it’s opaque to us what the semantic encoding is, it’s, kind of, amazing to me. I thought the invention of knowledge storage would be an explicit way of encoding knowledge, not an implicit statistical training.  LEE: Yeah, yeah. All right. So, Seb, you know, on this same topic, you know, I got—as we say at Microsoft—I got pulled into the tent.  BUBECK: Yes.   LEE: Because this was a very secret project. And then, um, I had the opportunity to select a small number of researchers in MSRto join and start investigating this thing seriously. And the first person I pulled in was you.  BUBECK: Yeah.  LEE: And so what were your first encounters? Because I actually don’t remember what happened then.  BUBECK: Oh, I remember it very well.My first encounter with GPT-4 was in a meeting with the two of you, actually. But my kind of first contact, the first moment where I realized that something was happening with generative AI, was before that. And I agree with Bill that I also wasn’t too impressed by GPT-3.  I though that it was kind of, you know, very naturally mimicking the web, sort of parroting what was written there in a nice way. Still in a way which seemed very impressive. But it wasn’t really intelligent in any way. But shortly after GPT-3, there was a model before GPT-4 that really shocked me, and this was the first image generation model, DALL-E 1.  So that was in 2021. And I will forever remember the press release of OpenAI where they had this prompt of an avocado chair and then you had this image of the avocado chair.And what really shocked me is that clearly the model kind of “understood” what is a chair, what is an avocado, and was able to merge those concepts.  So this was really, to me, the first moment where I saw some understanding in those models.   LEE: So this was, just to get the timing right, that was before I pulled you into the tent.  BUBECK: That was before. That was like a year before.  LEE: Right.   BUBECK: And now I will tell you how, you know, we went from that moment to the meeting with the two of you and GPT-4.  So once I saw this kind of understanding, I thought, OK, fine. It understands concept, but it’s still not able to reason. It cannot—as, you know, Bill was saying—it cannot learn from your document. It cannot reason.   So I set out to try to prove that. You know, this is what I was in the business of at the time, trying to prove things in mathematics. So I was trying to prove that basically autoregressive transformers could never reason. So I was trying to prove this. And after a year of work, I had something reasonable to show. And so I had the meeting with the two of you, and I had this example where I wanted to say, there is no way that an LLM is going to be able to do x.  And then as soon as I … I don’t know if you remember, Bill. But as soon as I said that, you said, oh, but wait a second. I had, you know, the OpenAI crew at my house recently, and they showed me a new model. Why don’t we ask this new model this question?   LEE: Yeah. BUBECK: And we did, and it solved it on the spot. And that really, honestly, just changed my life. Like, you know, I had been working for a year trying to say that this was impossible. And just right there, it was shown to be possible.   LEE:One of the very first things I got interested in—because I was really thinking a lot about healthcare—was healthcare and medicine.  And I don’t know if the two of you remember, but I ended up doing a lot of tests. I ran through, you know, step one and step two of the US Medical Licensing Exam. Did a whole bunch of other things. I wrote this big report. It was, you know, I can’t remember … a couple hundred pages.   And I needed to share this with someone. I didn’t … there weren’t too many people I could share it with. So I sent, I think, a copy to you, Bill. Sent a copy to you, Seb.   I hardly slept for about a week putting that report together. And, yeah, and I kept working on it. But I was far from alone. I think everyone who was in the tent, so to speak, in those early days was going through something pretty similar. All right. So I think … of course, a lot of what I put in the report also ended up being examples that made it into the book.  But the main purpose of this conversation isn’t to reminisce aboutor indulge in those reminiscences but to talk about what’s happening in healthcare and medicine. And, you know, as I said, we wrote this book. We did it very, very quickly. Seb, you helped. Bill, you know, you provided a review and some endorsements.  But, you know, honestly, we didn’t know what we were talking about because no one had access to this thing. And so we just made a bunch of guesses. So really, the whole thing I wanted to probe with the two of you is, now with two years of experience out in the world, what, you know, what do we think is happening today?  You know, is AI actually having an impact, positive or negative, on healthcare and medicine? And what do we now think is going to happen in the next two years, five years, or 10 years? And so I realize it’s a little bit too abstract to just ask it that way. So let me just try to narrow the discussion and guide us a little bit.   Um, the kind of administrative and clerical work, paperwork, around healthcare—and we made a lot of guesses about that—that appears to be going well, but, you know, Bill, I know we’ve discussed that sometimes that you think there ought to be a lot more going on. Do you have a viewpoint on how AI is actually finding its way into reducing paperwork?  GATES: Well, I’m stunned … I don’t think there should be a patient-doctor meeting where the AI is not sitting in and both transcribing, offering to help with the paperwork, and even making suggestions, although the doctor will be the one, you know, who makes the final decision about the diagnosis and whatever prescription gets done.   It’s so helpful. You know, when that patient goes home and their, you know, son who wants to understand what happened has some questions, that AI should be available to continue that conversation. And the way you can improve that experience and streamline things and, you know, involve the people who advise you. I don’t understand why that’s not more adopted, because there you still have the human in the loop making that final decision.  But even for, like, follow-up calls to make sure the patient did things, to understand if they have concerns and knowing when to escalate back to the doctor, the benefit is incredible. And, you know, that thing is ready for prime time. That paradigm is ready for prime time, in my view.  LEE: Yeah, there are some good products, but it seems like the number one use right now—and we kind of got this from some of the previous guests in previous episodes—is the use of AI just to respond to emails from patients.Does that make sense to you?  BUBECK: Yeah. So maybe I want to second what Bill was saying but maybe take a step back first. You know, two years ago, like, the concept of clinical scribes, which is one of the things that we’re talking about right now, it would have sounded, in fact, it sounded two years ago, borderline dangerous. Because everybody was worried about hallucinations. What happened if you have this AI listening in and then it transcribes, you know, something wrong?  Now, two years later, I think it’s mostly working. And in fact, it is not yet, you know, fully adopted. You’re right. But it is in production. It is used, you know, in many, many places. So this rate of progress is astounding because it wasn’t obvious that we would be able to overcome those obstacles of hallucination. It’s not to say that hallucinations are fully solved. In the case of the closed system, they are.   Now, I think more generally what’s going on in the background is that there is something that we, that certainly I, underestimated, which is this management overhead. So I think the reason why this is not adopted everywhere is really a training and teaching aspect. People need to be taught, like, those systems, how to interact with them.  And one example that I really like, a study that recently appeared where they tried to use ChatGPT for diagnosis and they were comparing doctors without and with ChatGPT. And the amazing thing … so this was a set of cases where the accuracy of the doctors alone was around 75%. ChatGPT alone was 90%. So that’s already kind of mind blowing. But then the kicker is that doctors with ChatGPT was 80%.   Intelligence alone is not enough. It’s also how it’s presented, how you interact with it. And ChatGPT, it’s an amazing tool. Obviously, I absolutely love it. But it’s not … you don’t want a doctor to have to type in, you know, prompts and use it that way.  It should be, as Bill was saying, kind of running continuously in the background, sending you notifications. And you have to be really careful of the rate at which those notifications are being sent. Because if they are too frequent, then the doctor will learn to ignore them. So you have to … all of those things matter, in fact, at least as much as the level of intelligence of the machine.  LEE: One of the things I think about, Bill, in that scenario that you described, doctors do some thinking about the patient when they write the note. So, you know, I’m always a little uncertain whether it’s actually … you know, you wouldn’t necessarily want to fully automate this, I don’t think. Or at least there needs to be some prompt to the doctor to make sure that the doctor puts some thought into what happened in the encounter with the patient. Does that make sense to you at all?  GATES: At this stage, you know, I’d still put the onus on the doctor to write the conclusions and the summary and not delegate that.  The tradeoffs you make a little bit are somewhat dependent on the situation you’re in. If you’re in Africa, So, yes, the doctor’s still going to have to do a lot of work, but just the quality of letting the patient and the people around them interact and ask questions and have things explained, that alone is such a quality improvement. It’s mind blowing.   LEE: So since you mentioned, you know, Africa—and, of course, this touches on the mission and some of the priorities of the Gates Foundation and this idea of democratization of access to expert medical care—what’s the most interesting stuff going on right now? Are there people and organizations or technologies that are impressing you or that you’re tracking?  GATES: Yeah. So the Gates Foundation has given out a lot of grants to people in Africa doing education, agriculture but more healthcare examples than anything. And the way these things start off, they often start out either being patient-centric in a narrow situation, like, OK, I’m a pregnant woman; talk to me. Or, I have infectious disease symptoms; talk to me. Or they’re connected to a health worker where they’re helping that worker get their job done. And we have lots of pilots out, you know, in both of those cases.   The dream would be eventually to have the thing the patient consults be so broad that it’s like having a doctor available who understands the local things.   LEE: Right.   GATES: We’re not there yet. But over the next two or three years, you know, particularly given the worsening financial constraints against African health systems, where the withdrawal of money has been dramatic, you know, figuring out how to take this—what I sometimes call “free intelligence”—and build a quality health system around that, we will have to be more radical in low-income countries than any rich country is ever going to be.   LEE: Also, there’s maybe a different regulatory environment, so some of those things maybe are easier? Because right now, I think the world hasn’t figured out how to and whether to regulate, let’s say, an AI that might give a medical diagnosis or write a prescription for a medication.  BUBECK: Yeah. I think one issue with this, and it’s also slowing down the deployment of AI in healthcare more generally, is a lack of proper benchmark. Because, you know, you were mentioning the USMLE, for example. That’s a great test to test human beings and their knowledge of healthcare and medicine. But it’s not a great test to give to an AI.  It’s not asking the right questions. So finding what are the right questions to test whether an AI system is ready to give diagnosis in a constrained setting, that’s a very, very important direction, which to my surprise, is not yet accelerating at the rate that I was hoping for.  LEE: OK, so that gives me an excuse to get more now into the core AI tech because something I’ve discussed with both of you is this issue of what are the right tests. And you both know the very first test I give to any new spin of an LLM is I present a patient, the results—a mythical patient—the results of my physical exam, my mythical physical exam. Maybe some results of some initial labs. And then I present or propose a differential diagnosis. And if you’re not in medicine, a differential diagnosis you can just think of as a prioritized list of the possible diagnoses that fit with all that data. And in that proposed differential, I always intentionally make two mistakes.  I make a textbook technical error in one of the possible elements of the differential diagnosis, and I have an error of omission. And, you know, I just want to know, does the LLM understand what I’m talking about? And all the good ones out there do now. But then I want to know, can it spot the errors? And then most importantly, is it willing to tell me I’m wrong, that I’ve made a mistake?   That last piece seems really hard for AI today. And so let me ask you first, Seb, because at the time of this taping, of course, there was a new spin of GPT-4o last week that became overly sycophantic. In other words, it was actually prone in that test of mine not only to not tell me I’m wrong, but it actually praised me for the creativity of my differential.What’s up with that?  BUBECK: Yeah, I guess it’s a testament to the fact that training those models is still more of an art than a science. So it’s a difficult job. Just to be clear with the audience, we have rolled back thatversion of GPT-4o, so now we don’t have the sycophant version out there.  Yeah, no, it’s a really difficult question. It has to do … as you said, it’s very technical. It has to do with the post-training and how, like, where do you nudge the model? So, you know, there is this very classical by now technique called RLHF, where you push the model in the direction of a certain reward model. So the reward model is just telling the model, you know, what behavior is good, what behavior is bad.  But this reward model is itself an LLM, and, you know, Bill was saying at the very beginning of the conversation that we don’t really understand how those LLMs deal with concepts like, you know, where is the capital of France located? Things like that. It is the same thing for this reward model. We don’t know why it says that it prefers one output to another, and whether this is correlated with some sycophancy is, you know, something that we discovered basically just now. That if you push too hard in optimization on this reward model, you will get a sycophant model.  So it’s kind of … what I’m trying to say is we became too good at what we were doing, and we ended up, in fact, in a trap of the reward model.  LEE: I mean, you do want … it’s a difficult balance because you do want models to follow your desires and …  BUBECK: It’s a very difficult, very difficult balance.  LEE: So this brings up then the following question for me, which is the extent to which we think we’ll need to have specially trained models for things. So let me start with you, Bill. Do you have a point of view on whether we will need to, you know, quote-unquote take AI models to med school? Have them specially trained? Like, if you were going to deploy something to give medical care in underserved parts of the world, do we need to do something special to create those models?  GATES: We certainly need to teach them the African languages and the unique dialects so that the multimedia interactions are very high quality. We certainly need to teach them the disease prevalence and unique disease patterns like, you know, neglected tropical diseases and malaria. So we need to gather a set of facts that somebody trying to go for a US customer base, you know, wouldn’t necessarily have that in there.  Those two things are actually very straightforward because the additional training time is small. I’d say for the next few years, we’ll also need to do reinforcement learning about the context of being a doctor and how important certain behaviors are. Humans learn over the course of their life to some degree that, I’m in a different context and the way I behave in terms of being willing to criticize or be nice, you know, how important is it? Who’s here? What’s my relationship to them?   Right now, these machines don’t have that broad social experience. And so if you know it’s going to be used for health things, a lot of reinforcement learning of the very best humans in that context would still be valuable. Eventually, the models will, having read all the literature of the world about good doctors, bad doctors, it’ll understand as soon as you say, “I want you to be a doctor diagnosing somebody.” All of the implicit reinforcement that fits that situation, you know, will be there. LEE: Yeah. GATES: And so I hope three years from now, we don’t have to do that reinforcement learning. But today, for any medical context, you would want a lot of data to reinforce tone, willingness to say things when, you know, there might be something significant at stake.  LEE: Yeah. So, you know, something Bill said, kind of, reminds me of another thing that I think we missed, which is, the context also … and the specialization also pertains to different, I guess, what we still call “modes,” although I don’t know if the idea of multimodal is the same as it was two years ago. But, you know, what do you make of all of the hubbub around—in fact, within Microsoft Research, this is a big deal, but I think we’re far from alone—you know, medical images and vision, video, proteins and molecules, cell, you know, cellular data and so on.  BUBECK: Yeah. OK. So there is a lot to say to everything … to the last, you know, couple of minutes. Maybe on the specialization aspect, you know, I think there is, hiding behind this, a really fundamental scientific question of whether eventually we have a singular AGIthat kind of knows everything and you can just put, you know, explain your own context and it will just get it and understand everything.  That’s one vision. I have to say, I don’t particularly believe in this vision. In fact, we humans are not like that at all. I think, hopefully, we are general intelligences, yet we have to specialize a lot. And, you know, I did myself a lot of RL, reinforcement learning, on mathematics. Like, that’s what I did, you know, spent a lot of time doing that. And I didn’t improve on other aspects. You know, in fact, I probably degraded in other aspects.So it’s … I think it’s an important example to have in mind.  LEE: I think I might disagree with you on that, though, because, like, doesn’t a model have to see both good science and bad science in order to be able to gain the ability to discern between the two?  BUBECK: Yeah, no, that absolutely. I think there is value in seeing the generality, in having a very broad base. But then you, kind of, specialize on verticals. And this is where also, you know, open-weights model, which we haven’t talked about yet, are really important because they allow you to provide this broad base to everyone. And then you can specialize on top of it.  LEE: So we have about three hours of stuff to talk about, but our time is actually running low. BUBECK: Yes, yes, yes.   LEE: So I think I want … there’s a more provocative question. It’s almost a silly question, but I need to ask it of the two of you, which is, is there a future, you know, where AI replaces doctors or replaces, you know, medical specialties that we have today? So what does the world look like, say, five years from now?  GATES: Well, it’s important to distinguish healthcare discovery activity from healthcare delivery activity. We focused mostly on delivery. I think it’s very much within the realm of possibility that the AI is not only accelerating healthcare discovery but substituting for a lot of the roles of, you know, I’m an organic chemist, or I run various types of assays. I can see those, which are, you know, testable-output-type jobs but with still very high value, I can see, you know, some replacement in those areas before the doctor.   The doctor, still understanding the human condition and long-term dialogues, you know, they’ve had a lifetime of reinforcement of that, particularly when you get into areas like mental health. So I wouldn’t say in five years, either people will choose to adopt it, but it will be profound that there’ll be this nearly free intelligence that can do follow-up, that can help you, you know, make sure you went through different possibilities.  And so I’d say, yes, we’ll have doctors, but I’d say healthcare will be massively transformed in its quality and in efficiency by AI in that time period.  LEE: Is there a comparison, useful comparison, say, between doctors and, say, programmers, computer programmers, or doctors and, I don’t know, lawyers?  GATES: Programming is another one that has, kind of, a mathematical correctness to it, you know, and so the objective function that you’re trying to reinforce to, as soon as you can understand the state machines, you can have something that’s “checkable”; that’s correct. So I think programming, you know, which is weird to say, that the machine will beat us at most programming tasks before we let it take over roles that have deep empathy, you know, physical presence and social understanding in them.  LEE: Yeah. By the way, you know, I fully expect in five years that AI will produce mathematical proofs that are checkable for validity, easily checkable, because they’ll be written in a proof-checking language like Lean or something but will be so complex that no human mathematician can understand them. I expect that to happen.   I can imagine in some fields, like cellular biology, we could have the same situation in the future because the molecular pathways, the chemistry, biochemistry of human cells or living cells is as complex as any mathematics, and so it seems possible that we may be in a state where in wet lab, we see, Oh yeah, this actually works, but no one can understand why.  BUBECK: Yeah, absolutely. I mean, I think I really agree with Bill’s distinction of the discovery and the delivery, and indeed, the discovery’s when you can check things, and at the end, there is an artifact that you can verify. You know, you can run the protocol in the wet lab and seeproduced what you wanted. So I absolutely agree with that.   And in fact, you know, we don’t have to talk five years from now. I don’t know if you know, but just recently, there was a paper that was published on a scientific discovery using o3- mini. So this is really amazing. And, you know, just very quickly, just so people know, it was about this statistical physics model, the frustrated Potts model, which has to do with coloring, and basically, the case of three colors, like, more than two colors was open for a long time, and o3 was able to reduce the case of three colors to two colors.   LEE: Yeah.  BUBECK: Which is just, like, astounding. And this is not … this is now. This is happening right now. So this is something that I personally didn’t expect it would happen so quickly, and it’s due to those reasoning models.   Now, on the delivery side, I would add something more to it for the reason why doctors and, in fact, lawyers and coders will remain for a long time, and it’s because we still don’t understand how those models generalize. Like, at the end of the day, we are not able to tell you when they are confronted with a really new, novel situation, whether they will work or not.  Nobody is able to give you that guarantee. And I think until we understand this generalization better, we’re not going to be willing to just let the system in the wild without human supervision.  LEE: But don’t human doctors, human specialists … so, for example, a cardiologist sees a patient in a certain way that a nephrologist …  BUBECK: Yeah. LEE: … or an endocrinologist might not. BUBECK: That’s right. But another cardiologist will understand and, kind of, expect a certain level of generalization from their peer. And this, we just don’t have it with AI models. Now, of course, you’re exactly right. That generalization is also hard for humans. Like, if you have a human trained for one task and you put them into another task, then you don’t … you often don’t know. LEE: OK. You know, the podcast is focused on what’s happened over the last two years. But now, I’d like one provocative prediction about what you think the world of AI and medicine is going to be at some point in the future. You pick your timeframe. I don’t care if it’s two years or 20 years from now, but, you know, what do you think will be different about AI in medicine in that future than today?  BUBECK: Yeah, I think the deployment is going to accelerate soon. Like, we’re really not missing very much. There is this enormous capability overhang. Like, even if progress completely stopped, with current systems, we can do a lot more than what we’re doing right now. So I think this will … this has to be realized, you know, sooner rather than later.  And I think it’s probably dependent on these benchmarks and proper evaluation and tying this with regulation. So these are things that take time in human society and for good reason. But now we already are at two years; you know, give it another two years and it should be really …   LEE: Will AI prescribe your medicines? Write your prescriptions?  BUBECK: I think yes. I think yes.  LEE: OK. Bill?  GATES: Well, I think the next two years, we’ll have massive pilots, and so the amount of use of the AI, still in a copilot-type mode, you know, we should get millions of patient visits, you know, both in general medicine and in the mental health side, as well. And I think that’s going to build up both the data and the confidence to give the AI some additional autonomy. You know, are you going to let it talk to you at night when you’re panicked about your mental health with some ability to escalate? And, you know, I’ve gone so far as to tell politicians with national health systems that if they deploy AI appropriately, that the quality of care, the overload of the doctors, the improvement in the economics will be enough that their voters will be stunned because they just don’t expect this, and, you know, they could be reelectedjust on this one thing of fixing what is a very overloaded and economically challenged health system in these rich countries.  You know, my personal role is going to be to make sure that in the poorer countries, there isn’t some lag; in fact, in many cases, that we’ll be more aggressive because, you know, we’re comparing to having no access to doctors at all. And, you know, so I think whether it’s India or Africa, there’ll be lessons that are globally valuable because we need medical intelligence. And, you know, thank god AI is going to provide a lot of that.  LEE: Well, on that optimistic note, I think that’s a good way to end. Bill, Seb, really appreciate all of this.   I think the most fundamental prediction we made in the book is that AI would actually find its way into the practice of medicine, and I think that that at least has come true, maybe in different ways than we expected, but it’s come true, and I think it’ll only accelerate from here. So thanks again, both of you.   GATES: Yeah. Thanks, you guys.  BUBECK: Thank you, Peter. Thanks, Bill.  LEE: I just always feel such a sense of privilege to have a chance to interact and actually work with people like Bill and Sébastien.    With Bill, I’m always amazed at how practically minded he is. He’s really thinking about the nuts and bolts of what AI might be able to do for people, and his thoughts about underserved parts of the world, the idea that we might actually be able to empower people with access to expert medical knowledge, I think is both inspiring and amazing.   And then, Seb, Sébastien Bubeck, he’s just absolutely a brilliant mind. He has a really firm grip on the deep mathematics of artificial intelligence and brings that to bear in his research and development work. And where that mathematics takes him isn’t just into the nuts and bolts of algorithms but into philosophical questions about the nature of intelligence.   One of the things that Sébastien brought up was the state of evaluation of AI systems. And indeed, he was fairly critical in our conversation. But of course, the world of AI research and development is just moving so fast, and indeed, since we recorded our conversation, OpenAI, in fact, released a new evaluation metric that is directly relevant to medical applications, and that is something called HealthBench. And Microsoft Research also released a new evaluation approach or process called ADeLe.   HealthBench and ADeLe are examples of new approaches to evaluating AI models that are less about testing their knowledge and ability to pass multiple-choice exams and instead are evaluation approaches designed to assess how well AI models are able to complete tasks that actually arise every day in typical healthcare or biomedical research settings. These are examples of really important good work that speak to how well AI models work in the real world of healthcare and biomedical research and how well they can collaborate with human beings in those settings.  You know, I asked Bill and Seb to make some predictions about the future. You know, my own answer, I expect that we’re going to be able to use AI to change how we diagnose patients, change how we decide treatment options.   If you’re a doctor or a nurse and you encounter a patient, you’ll ask questions, do a physical exam, you know, call out for labs just like you do today, but then you’ll be able to engage with AI based on all of that data and just ask, you know, based on all the other people who have gone through the same experience, who have similar data, how were they diagnosed? How were they treated? What were their outcomes? And what does that mean for the patient I have right now? Some people call it the “patients like me” paradigm. And I think that’s going to become real because of AI within our lifetimes. That idea of really grounding the delivery in healthcare and medical practice through data and intelligence, I actually now don’t see any barriers to that future becoming real.   I’d like to extend another big thank you to Bill and Sébastien for their time. And to our listeners, as always, it’s a pleasure to have you along for the ride. I hope you’ll join us for our remaining conversations, as well as a second coauthor roundtable with Carey and Zak.   Until next time.   #how #reshaping #future #healthcare #medical
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    How AI is reshaping the future of healthcare and medical research
    Transcript [MUSIC]      [BOOK PASSAGE]   PETER LEE: “In ‘The Little Black Bag,’ a classic science fiction story, a high-tech doctor’s kit of the future is accidentally transported back to the 1950s, into the shaky hands of a washed-up, alcoholic doctor. The ultimate medical tool, it redeems the doctor wielding it, allowing him to practice gratifyingly heroic medicine. … The tale ends badly for the doctor and his treacherous assistant, but it offered a picture of how advanced technology could transform medicine—powerful when it was written nearly 75 years ago and still so today. What would be the Al equivalent of that little black bag? At this moment when new capabilities are emerging, how do we imagine them into medicine?”   [END OF BOOK PASSAGE]     [THEME MUSIC]     This is The AI Revolution in Medicine, Revisited. I’m your host, Peter Lee.    Shortly after OpenAI’s GPT-4 was publicly released, Carey Goldberg, Dr. Zak Kohane, and I published The AI Revolution in Medicine to help educate the world of healthcare and medical research about the transformative impact this new generative AI technology could have. But because we wrote the book when GPT-4 was still a secret, we had to speculate. Now, two years later, what did we get right, and what did we get wrong?     In this series, we’ll talk to clinicians, patients, hospital administrators, and others to understand the reality of AI in the field and where we go from here.   [THEME MUSIC FADES] The book passage I read at the top is from “Chapter 10: The Big Black Bag.”  In imagining AI in medicine, Carey, Zak, and I included in our book two fictional accounts. In the first, a medical resident consults GPT-4 on her personal phone as the patient in front of her crashes. Within seconds, it offers an alternate response based on recent literature. In the second account, a 90-year-old woman with several chronic conditions is living independently and receiving near-constant medical support from an AI aide.    In our conversations with the guests we’ve spoken to so far, we’ve caught a glimpse of these predicted futures, seeing how clinicians and patients are actually using AI today and how developers are leveraging the technology in the healthcare products and services they’re creating. In fact, that first fictional account isn’t so fictional after all, as most of the doctors in the real world actually appear to be using AI at least occasionally—and sometimes much more than occasionally—to help in their daily clinical work. And as for the second fictional account, which is more of a science fiction account, it seems we are indeed on the verge of a new way of delivering and receiving healthcare, though the future is still very much open.  As we continue to examine the current state of AI in healthcare and its potential to transform the field, I’m pleased to welcome Bill Gates and Sébastien Bubeck.   Bill may be best known as the co-founder of Microsoft, having created the company with his childhood friend Paul Allen in 1975. He’s now the founder of Breakthrough Energy, which aims to advance clean energy innovation, and TerraPower, a company developing groundbreaking nuclear energy and science technologies. He also chairs the world’s largest philanthropic organization, the Gates Foundation, and focuses on solving a variety of health challenges around the globe and here at home.  Sébastien is a research lead at OpenAI. He was previously a distinguished scientist, vice president of AI, and a colleague of mine here at Microsoft, where his work included spearheading the development of the family of small language models known as Phi. While at Microsoft, he also coauthored the discussion-provoking 2023 paper “Sparks of Artificial General Intelligence,” which presented the results of early experiments with GPT-4 conducted by a small team from Microsoft Research.    [TRANSITION MUSIC]   Here’s my conversation with Bill Gates and Sébastien Bubeck.  LEE: Bill, welcome.  BILL GATES: Thank you.  LEE: Seb …  SÉBASTIEN BUBECK: Yeah. Hi, hi, Peter. Nice to be here.  LEE: You know, one of the things that I’ve been doing just to get the conversation warmed up is to talk about origin stories, and what I mean about origin stories is, you know, what was the first contact that you had with large language models or the concept of generative AI that convinced you or made you think that something really important was happening?  And so, Bill, I think I’ve heard the story about, you know, the time when the OpenAI folks—Sam Altman, Greg Brockman, and others—showed you something, but could we hear from you what those early encounters were like and what was going through your mind?   GATES: Well, I’d been visiting OpenAI soon after it was created to see things like GPT-2 and to see the little arm they had that was trying to match human manipulation and, you know, looking at their games like Dota that they were trying to get as good as human play. And honestly, I didn’t think the language model stuff they were doing, even when they got to GPT-3, would show the ability to learn, you know, in the same sense that a human reads a biology book and is able to take that knowledge and access it not only to pass a test but also to create new medicines.  And so my challenge to them was that if their LLM could get a five on the advanced placement biology test, then I would say, OK, it took biologic knowledge and encoded it in an accessible way and that I didn’t expect them to do that very quickly but it would be profound.   And it was only about six months after I challenged them to do that, that an early version of GPT-4 they brought up to a dinner at my house, and in fact, it answered most of the questions that night very well. The one it got totally wrong, we were … because it was so good, we kept thinking, Oh, we must be wrong. It turned out it was a math weakness [LAUGHTER] that, you know, we later understood that that was an area of, weirdly, of incredible weakness of those early models. But, you know, that was when I realized, OK, the age of cheap intelligence was at its beginning.  LEE: Yeah. So I guess it seems like you had something similar to me in that my first encounters, I actually harbored some skepticism. Is it fair to say you were skeptical before that?  GATES: Well, the idea that we’ve figured out how to encode and access knowledge in this very deep sense without even understanding the nature of the encoding, …  LEE: Right.   GATES: … that is a bit weird.   LEE: Yeah.  GATES: We have an algorithm that creates the computation, but even say, OK, where is the president’s birthday stored in there? Where is this fact stored in there? The fact that even now when we’re playing around, getting a little bit more sense of it, it’s opaque to us what the semantic encoding is, it’s, kind of, amazing to me. I thought the invention of knowledge storage would be an explicit way of encoding knowledge, not an implicit statistical training.  LEE: Yeah, yeah. All right. So, Seb, you know, on this same topic, you know, I got—as we say at Microsoft—I got pulled into the tent. [LAUGHS]  BUBECK: Yes.   LEE: Because this was a very secret project. And then, um, I had the opportunity to select a small number of researchers in MSR [Microsoft Research] to join and start investigating this thing seriously. And the first person I pulled in was you.  BUBECK: Yeah.  LEE: And so what were your first encounters? Because I actually don’t remember what happened then.  BUBECK: Oh, I remember it very well. [LAUGHS] My first encounter with GPT-4 was in a meeting with the two of you, actually. But my kind of first contact, the first moment where I realized that something was happening with generative AI, was before that. And I agree with Bill that I also wasn’t too impressed by GPT-3.  I though that it was kind of, you know, very naturally mimicking the web, sort of parroting what was written there in a nice way. Still in a way which seemed very impressive. But it wasn’t really intelligent in any way. But shortly after GPT-3, there was a model before GPT-4 that really shocked me, and this was the first image generation model, DALL-E 1.  So that was in 2021. And I will forever remember the press release of OpenAI where they had this prompt of an avocado chair and then you had this image of the avocado chair. [LAUGHTER] And what really shocked me is that clearly the model kind of “understood” what is a chair, what is an avocado, and was able to merge those concepts.  So this was really, to me, the first moment where I saw some understanding in those models.   LEE: So this was, just to get the timing right, that was before I pulled you into the tent.  BUBECK: That was before. That was like a year before.  LEE: Right.   BUBECK: And now I will tell you how, you know, we went from that moment to the meeting with the two of you and GPT-4.  So once I saw this kind of understanding, I thought, OK, fine. It understands concept, but it’s still not able to reason. It cannot—as, you know, Bill was saying—it cannot learn from your document. It cannot reason.   So I set out to try to prove that. You know, this is what I was in the business of at the time, trying to prove things in mathematics. So I was trying to prove that basically autoregressive transformers could never reason. So I was trying to prove this. And after a year of work, I had something reasonable to show. And so I had the meeting with the two of you, and I had this example where I wanted to say, there is no way that an LLM is going to be able to do x.  And then as soon as I … I don’t know if you remember, Bill. But as soon as I said that, you said, oh, but wait a second. I had, you know, the OpenAI crew at my house recently, and they showed me a new model. Why don’t we ask this new model this question?   LEE: Yeah. BUBECK: And we did, and it solved it on the spot. And that really, honestly, just changed my life. Like, you know, I had been working for a year trying to say that this was impossible. And just right there, it was shown to be possible.   LEE: [LAUGHS] One of the very first things I got interested in—because I was really thinking a lot about healthcare—was healthcare and medicine.  And I don’t know if the two of you remember, but I ended up doing a lot of tests. I ran through, you know, step one and step two of the US Medical Licensing Exam. Did a whole bunch of other things. I wrote this big report. It was, you know, I can’t remember … a couple hundred pages.   And I needed to share this with someone. I didn’t … there weren’t too many people I could share it with. So I sent, I think, a copy to you, Bill. Sent a copy to you, Seb.   I hardly slept for about a week putting that report together. And, yeah, and I kept working on it. But I was far from alone. I think everyone who was in the tent, so to speak, in those early days was going through something pretty similar. All right. So I think … of course, a lot of what I put in the report also ended up being examples that made it into the book.  But the main purpose of this conversation isn’t to reminisce about [LAUGHS] or indulge in those reminiscences but to talk about what’s happening in healthcare and medicine. And, you know, as I said, we wrote this book. We did it very, very quickly. Seb, you helped. Bill, you know, you provided a review and some endorsements.  But, you know, honestly, we didn’t know what we were talking about because no one had access to this thing. And so we just made a bunch of guesses. So really, the whole thing I wanted to probe with the two of you is, now with two years of experience out in the world, what, you know, what do we think is happening today?  You know, is AI actually having an impact, positive or negative, on healthcare and medicine? And what do we now think is going to happen in the next two years, five years, or 10 years? And so I realize it’s a little bit too abstract to just ask it that way. So let me just try to narrow the discussion and guide us a little bit.   Um, the kind of administrative and clerical work, paperwork, around healthcare—and we made a lot of guesses about that—that appears to be going well, but, you know, Bill, I know we’ve discussed that sometimes that you think there ought to be a lot more going on. Do you have a viewpoint on how AI is actually finding its way into reducing paperwork?  GATES: Well, I’m stunned … I don’t think there should be a patient-doctor meeting where the AI is not sitting in and both transcribing, offering to help with the paperwork, and even making suggestions, although the doctor will be the one, you know, who makes the final decision about the diagnosis and whatever prescription gets done.   It’s so helpful. You know, when that patient goes home and their, you know, son who wants to understand what happened has some questions, that AI should be available to continue that conversation. And the way you can improve that experience and streamline things and, you know, involve the people who advise you. I don’t understand why that’s not more adopted, because there you still have the human in the loop making that final decision.  But even for, like, follow-up calls to make sure the patient did things, to understand if they have concerns and knowing when to escalate back to the doctor, the benefit is incredible. And, you know, that thing is ready for prime time. That paradigm is ready for prime time, in my view.  LEE: Yeah, there are some good products, but it seems like the number one use right now—and we kind of got this from some of the previous guests in previous episodes—is the use of AI just to respond to emails from patients. [LAUGHTER] Does that make sense to you?  BUBECK: Yeah. So maybe I want to second what Bill was saying but maybe take a step back first. You know, two years ago, like, the concept of clinical scribes, which is one of the things that we’re talking about right now, it would have sounded, in fact, it sounded two years ago, borderline dangerous. Because everybody was worried about hallucinations. What happened if you have this AI listening in and then it transcribes, you know, something wrong?  Now, two years later, I think it’s mostly working. And in fact, it is not yet, you know, fully adopted. You’re right. But it is in production. It is used, you know, in many, many places. So this rate of progress is astounding because it wasn’t obvious that we would be able to overcome those obstacles of hallucination. It’s not to say that hallucinations are fully solved. In the case of the closed system, they are.   Now, I think more generally what’s going on in the background is that there is something that we, that certainly I, underestimated, which is this management overhead. So I think the reason why this is not adopted everywhere is really a training and teaching aspect. People need to be taught, like, those systems, how to interact with them.  And one example that I really like, a study that recently appeared where they tried to use ChatGPT for diagnosis and they were comparing doctors without and with ChatGPT (opens in new tab). And the amazing thing … so this was a set of cases where the accuracy of the doctors alone was around 75%. ChatGPT alone was 90%. So that’s already kind of mind blowing. But then the kicker is that doctors with ChatGPT was 80%.   Intelligence alone is not enough. It’s also how it’s presented, how you interact with it. And ChatGPT, it’s an amazing tool. Obviously, I absolutely love it. But it’s not … you don’t want a doctor to have to type in, you know, prompts and use it that way.  It should be, as Bill was saying, kind of running continuously in the background, sending you notifications. And you have to be really careful of the rate at which those notifications are being sent. Because if they are too frequent, then the doctor will learn to ignore them. So you have to … all of those things matter, in fact, at least as much as the level of intelligence of the machine.  LEE: One of the things I think about, Bill, in that scenario that you described, doctors do some thinking about the patient when they write the note. So, you know, I’m always a little uncertain whether it’s actually … you know, you wouldn’t necessarily want to fully automate this, I don’t think. Or at least there needs to be some prompt to the doctor to make sure that the doctor puts some thought into what happened in the encounter with the patient. Does that make sense to you at all?  GATES: At this stage, you know, I’d still put the onus on the doctor to write the conclusions and the summary and not delegate that.  The tradeoffs you make a little bit are somewhat dependent on the situation you’re in. If you’re in Africa, So, yes, the doctor’s still going to have to do a lot of work, but just the quality of letting the patient and the people around them interact and ask questions and have things explained, that alone is such a quality improvement. It’s mind blowing.   LEE: So since you mentioned, you know, Africa—and, of course, this touches on the mission and some of the priorities of the Gates Foundation and this idea of democratization of access to expert medical care—what’s the most interesting stuff going on right now? Are there people and organizations or technologies that are impressing you or that you’re tracking?  GATES: Yeah. So the Gates Foundation has given out a lot of grants to people in Africa doing education, agriculture but more healthcare examples than anything. And the way these things start off, they often start out either being patient-centric in a narrow situation, like, OK, I’m a pregnant woman; talk to me. Or, I have infectious disease symptoms; talk to me. Or they’re connected to a health worker where they’re helping that worker get their job done. And we have lots of pilots out, you know, in both of those cases.   The dream would be eventually to have the thing the patient consults be so broad that it’s like having a doctor available who understands the local things.   LEE: Right.   GATES: We’re not there yet. But over the next two or three years, you know, particularly given the worsening financial constraints against African health systems, where the withdrawal of money has been dramatic, you know, figuring out how to take this—what I sometimes call “free intelligence”—and build a quality health system around that, we will have to be more radical in low-income countries than any rich country is ever going to be.   LEE: Also, there’s maybe a different regulatory environment, so some of those things maybe are easier? Because right now, I think the world hasn’t figured out how to and whether to regulate, let’s say, an AI that might give a medical diagnosis or write a prescription for a medication.  BUBECK: Yeah. I think one issue with this, and it’s also slowing down the deployment of AI in healthcare more generally, is a lack of proper benchmark. Because, you know, you were mentioning the USMLE [United States Medical Licensing Examination], for example. That’s a great test to test human beings and their knowledge of healthcare and medicine. But it’s not a great test to give to an AI.  It’s not asking the right questions. So finding what are the right questions to test whether an AI system is ready to give diagnosis in a constrained setting, that’s a very, very important direction, which to my surprise, is not yet accelerating at the rate that I was hoping for.  LEE: OK, so that gives me an excuse to get more now into the core AI tech because something I’ve discussed with both of you is this issue of what are the right tests. And you both know the very first test I give to any new spin of an LLM is I present a patient, the results—a mythical patient—the results of my physical exam, my mythical physical exam. Maybe some results of some initial labs. And then I present or propose a differential diagnosis. And if you’re not in medicine, a differential diagnosis you can just think of as a prioritized list of the possible diagnoses that fit with all that data. And in that proposed differential, I always intentionally make two mistakes.  I make a textbook technical error in one of the possible elements of the differential diagnosis, and I have an error of omission. And, you know, I just want to know, does the LLM understand what I’m talking about? And all the good ones out there do now. But then I want to know, can it spot the errors? And then most importantly, is it willing to tell me I’m wrong, that I’ve made a mistake?   That last piece seems really hard for AI today. And so let me ask you first, Seb, because at the time of this taping, of course, there was a new spin of GPT-4o last week that became overly sycophantic. In other words, it was actually prone in that test of mine not only to not tell me I’m wrong, but it actually praised me for the creativity of my differential. [LAUGHTER] What’s up with that?  BUBECK: Yeah, I guess it’s a testament to the fact that training those models is still more of an art than a science. So it’s a difficult job. Just to be clear with the audience, we have rolled back that [LAUGHS] version of GPT-4o, so now we don’t have the sycophant version out there.  Yeah, no, it’s a really difficult question. It has to do … as you said, it’s very technical. It has to do with the post-training and how, like, where do you nudge the model? So, you know, there is this very classical by now technique called RLHF [reinforcement learning from human feedback], where you push the model in the direction of a certain reward model. So the reward model is just telling the model, you know, what behavior is good, what behavior is bad.  But this reward model is itself an LLM, and, you know, Bill was saying at the very beginning of the conversation that we don’t really understand how those LLMs deal with concepts like, you know, where is the capital of France located? Things like that. It is the same thing for this reward model. We don’t know why it says that it prefers one output to another, and whether this is correlated with some sycophancy is, you know, something that we discovered basically just now. That if you push too hard in optimization on this reward model, you will get a sycophant model.  So it’s kind of … what I’m trying to say is we became too good at what we were doing, and we ended up, in fact, in a trap of the reward model.  LEE: I mean, you do want … it’s a difficult balance because you do want models to follow your desires and …  BUBECK: It’s a very difficult, very difficult balance.  LEE: So this brings up then the following question for me, which is the extent to which we think we’ll need to have specially trained models for things. So let me start with you, Bill. Do you have a point of view on whether we will need to, you know, quote-unquote take AI models to med school? Have them specially trained? Like, if you were going to deploy something to give medical care in underserved parts of the world, do we need to do something special to create those models?  GATES: We certainly need to teach them the African languages and the unique dialects so that the multimedia interactions are very high quality. We certainly need to teach them the disease prevalence and unique disease patterns like, you know, neglected tropical diseases and malaria. So we need to gather a set of facts that somebody trying to go for a US customer base, you know, wouldn’t necessarily have that in there.  Those two things are actually very straightforward because the additional training time is small. I’d say for the next few years, we’ll also need to do reinforcement learning about the context of being a doctor and how important certain behaviors are. Humans learn over the course of their life to some degree that, I’m in a different context and the way I behave in terms of being willing to criticize or be nice, you know, how important is it? Who’s here? What’s my relationship to them?   Right now, these machines don’t have that broad social experience. And so if you know it’s going to be used for health things, a lot of reinforcement learning of the very best humans in that context would still be valuable. Eventually, the models will, having read all the literature of the world about good doctors, bad doctors, it’ll understand as soon as you say, “I want you to be a doctor diagnosing somebody.” All of the implicit reinforcement that fits that situation, you know, will be there. LEE: Yeah. GATES: And so I hope three years from now, we don’t have to do that reinforcement learning. But today, for any medical context, you would want a lot of data to reinforce tone, willingness to say things when, you know, there might be something significant at stake.  LEE: Yeah. So, you know, something Bill said, kind of, reminds me of another thing that I think we missed, which is, the context also … and the specialization also pertains to different, I guess, what we still call “modes,” although I don’t know if the idea of multimodal is the same as it was two years ago. But, you know, what do you make of all of the hubbub around—in fact, within Microsoft Research, this is a big deal, but I think we’re far from alone—you know, medical images and vision, video, proteins and molecules, cell, you know, cellular data and so on.  BUBECK: Yeah. OK. So there is a lot to say to everything … to the last, you know, couple of minutes. Maybe on the specialization aspect, you know, I think there is, hiding behind this, a really fundamental scientific question of whether eventually we have a singular AGI [artificial general intelligence] that kind of knows everything and you can just put, you know, explain your own context and it will just get it and understand everything.  That’s one vision. I have to say, I don’t particularly believe in this vision. In fact, we humans are not like that at all. I think, hopefully, we are general intelligences, yet we have to specialize a lot. And, you know, I did myself a lot of RL, reinforcement learning, on mathematics. Like, that’s what I did, you know, spent a lot of time doing that. And I didn’t improve on other aspects. You know, in fact, I probably degraded in other aspects. [LAUGHTER] So it’s … I think it’s an important example to have in mind.  LEE: I think I might disagree with you on that, though, because, like, doesn’t a model have to see both good science and bad science in order to be able to gain the ability to discern between the two?  BUBECK: Yeah, no, that absolutely. I think there is value in seeing the generality, in having a very broad base. But then you, kind of, specialize on verticals. And this is where also, you know, open-weights model, which we haven’t talked about yet, are really important because they allow you to provide this broad base to everyone. And then you can specialize on top of it.  LEE: So we have about three hours of stuff to talk about, but our time is actually running low. BUBECK: Yes, yes, yes.   LEE: So I think I want … there’s a more provocative question. It’s almost a silly question, but I need to ask it of the two of you, which is, is there a future, you know, where AI replaces doctors or replaces, you know, medical specialties that we have today? So what does the world look like, say, five years from now?  GATES: Well, it’s important to distinguish healthcare discovery activity from healthcare delivery activity. We focused mostly on delivery. I think it’s very much within the realm of possibility that the AI is not only accelerating healthcare discovery but substituting for a lot of the roles of, you know, I’m an organic chemist, or I run various types of assays. I can see those, which are, you know, testable-output-type jobs but with still very high value, I can see, you know, some replacement in those areas before the doctor.   The doctor, still understanding the human condition and long-term dialogues, you know, they’ve had a lifetime of reinforcement of that, particularly when you get into areas like mental health. So I wouldn’t say in five years, either people will choose to adopt it, but it will be profound that there’ll be this nearly free intelligence that can do follow-up, that can help you, you know, make sure you went through different possibilities.  And so I’d say, yes, we’ll have doctors, but I’d say healthcare will be massively transformed in its quality and in efficiency by AI in that time period.  LEE: Is there a comparison, useful comparison, say, between doctors and, say, programmers, computer programmers, or doctors and, I don’t know, lawyers?  GATES: Programming is another one that has, kind of, a mathematical correctness to it, you know, and so the objective function that you’re trying to reinforce to, as soon as you can understand the state machines, you can have something that’s “checkable”; that’s correct. So I think programming, you know, which is weird to say, that the machine will beat us at most programming tasks before we let it take over roles that have deep empathy, you know, physical presence and social understanding in them.  LEE: Yeah. By the way, you know, I fully expect in five years that AI will produce mathematical proofs that are checkable for validity, easily checkable, because they’ll be written in a proof-checking language like Lean or something but will be so complex that no human mathematician can understand them. I expect that to happen.   I can imagine in some fields, like cellular biology, we could have the same situation in the future because the molecular pathways, the chemistry, biochemistry of human cells or living cells is as complex as any mathematics, and so it seems possible that we may be in a state where in wet lab, we see, Oh yeah, this actually works, but no one can understand why.  BUBECK: Yeah, absolutely. I mean, I think I really agree with Bill’s distinction of the discovery and the delivery, and indeed, the discovery’s when you can check things, and at the end, there is an artifact that you can verify. You know, you can run the protocol in the wet lab and see [if you have] produced what you wanted. So I absolutely agree with that.   And in fact, you know, we don’t have to talk five years from now. I don’t know if you know, but just recently, there was a paper that was published on a scientific discovery using o3- mini (opens in new tab). So this is really amazing. And, you know, just very quickly, just so people know, it was about this statistical physics model, the frustrated Potts model, which has to do with coloring, and basically, the case of three colors, like, more than two colors was open for a long time, and o3 was able to reduce the case of three colors to two colors.   LEE: Yeah.  BUBECK: Which is just, like, astounding. And this is not … this is now. This is happening right now. So this is something that I personally didn’t expect it would happen so quickly, and it’s due to those reasoning models.   Now, on the delivery side, I would add something more to it for the reason why doctors and, in fact, lawyers and coders will remain for a long time, and it’s because we still don’t understand how those models generalize. Like, at the end of the day, we are not able to tell you when they are confronted with a really new, novel situation, whether they will work or not.  Nobody is able to give you that guarantee. And I think until we understand this generalization better, we’re not going to be willing to just let the system in the wild without human supervision.  LEE: But don’t human doctors, human specialists … so, for example, a cardiologist sees a patient in a certain way that a nephrologist …  BUBECK: Yeah. LEE: … or an endocrinologist might not. BUBECK: That’s right. But another cardiologist will understand and, kind of, expect a certain level of generalization from their peer. And this, we just don’t have it with AI models. Now, of course, you’re exactly right. That generalization is also hard for humans. Like, if you have a human trained for one task and you put them into another task, then you don’t … you often don’t know. LEE: OK. You know, the podcast is focused on what’s happened over the last two years. But now, I’d like one provocative prediction about what you think the world of AI and medicine is going to be at some point in the future. You pick your timeframe. I don’t care if it’s two years or 20 years from now, but, you know, what do you think will be different about AI in medicine in that future than today?  BUBECK: Yeah, I think the deployment is going to accelerate soon. Like, we’re really not missing very much. There is this enormous capability overhang. Like, even if progress completely stopped, with current systems, we can do a lot more than what we’re doing right now. So I think this will … this has to be realized, you know, sooner rather than later.  And I think it’s probably dependent on these benchmarks and proper evaluation and tying this with regulation. So these are things that take time in human society and for good reason. But now we already are at two years; you know, give it another two years and it should be really …   LEE: Will AI prescribe your medicines? Write your prescriptions?  BUBECK: I think yes. I think yes.  LEE: OK. Bill?  GATES: Well, I think the next two years, we’ll have massive pilots, and so the amount of use of the AI, still in a copilot-type mode, you know, we should get millions of patient visits, you know, both in general medicine and in the mental health side, as well. And I think that’s going to build up both the data and the confidence to give the AI some additional autonomy. You know, are you going to let it talk to you at night when you’re panicked about your mental health with some ability to escalate? And, you know, I’ve gone so far as to tell politicians with national health systems that if they deploy AI appropriately, that the quality of care, the overload of the doctors, the improvement in the economics will be enough that their voters will be stunned because they just don’t expect this, and, you know, they could be reelected [LAUGHTER] just on this one thing of fixing what is a very overloaded and economically challenged health system in these rich countries.  You know, my personal role is going to be to make sure that in the poorer countries, there isn’t some lag; in fact, in many cases, that we’ll be more aggressive because, you know, we’re comparing to having no access to doctors at all. And, you know, so I think whether it’s India or Africa, there’ll be lessons that are globally valuable because we need medical intelligence. And, you know, thank god AI is going to provide a lot of that.  LEE: Well, on that optimistic note, I think that’s a good way to end. Bill, Seb, really appreciate all of this.   I think the most fundamental prediction we made in the book is that AI would actually find its way into the practice of medicine, and I think that that at least has come true, maybe in different ways than we expected, but it’s come true, and I think it’ll only accelerate from here. So thanks again, both of you.  [TRANSITION MUSIC]  GATES: Yeah. Thanks, you guys.  BUBECK: Thank you, Peter. Thanks, Bill.  LEE: I just always feel such a sense of privilege to have a chance to interact and actually work with people like Bill and Sébastien.    With Bill, I’m always amazed at how practically minded he is. He’s really thinking about the nuts and bolts of what AI might be able to do for people, and his thoughts about underserved parts of the world, the idea that we might actually be able to empower people with access to expert medical knowledge, I think is both inspiring and amazing.   And then, Seb, Sébastien Bubeck, he’s just absolutely a brilliant mind. He has a really firm grip on the deep mathematics of artificial intelligence and brings that to bear in his research and development work. And where that mathematics takes him isn’t just into the nuts and bolts of algorithms but into philosophical questions about the nature of intelligence.   One of the things that Sébastien brought up was the state of evaluation of AI systems. And indeed, he was fairly critical in our conversation. But of course, the world of AI research and development is just moving so fast, and indeed, since we recorded our conversation, OpenAI, in fact, released a new evaluation metric that is directly relevant to medical applications, and that is something called HealthBench. And Microsoft Research also released a new evaluation approach or process called ADeLe.   HealthBench and ADeLe are examples of new approaches to evaluating AI models that are less about testing their knowledge and ability to pass multiple-choice exams and instead are evaluation approaches designed to assess how well AI models are able to complete tasks that actually arise every day in typical healthcare or biomedical research settings. These are examples of really important good work that speak to how well AI models work in the real world of healthcare and biomedical research and how well they can collaborate with human beings in those settings.  You know, I asked Bill and Seb to make some predictions about the future. You know, my own answer, I expect that we’re going to be able to use AI to change how we diagnose patients, change how we decide treatment options.   If you’re a doctor or a nurse and you encounter a patient, you’ll ask questions, do a physical exam, you know, call out for labs just like you do today, but then you’ll be able to engage with AI based on all of that data and just ask, you know, based on all the other people who have gone through the same experience, who have similar data, how were they diagnosed? How were they treated? What were their outcomes? And what does that mean for the patient I have right now? Some people call it the “patients like me” paradigm. And I think that’s going to become real because of AI within our lifetimes. That idea of really grounding the delivery in healthcare and medical practice through data and intelligence, I actually now don’t see any barriers to that future becoming real.  [THEME MUSIC]  I’d like to extend another big thank you to Bill and Sébastien for their time. And to our listeners, as always, it’s a pleasure to have you along for the ride. I hope you’ll join us for our remaining conversations, as well as a second coauthor roundtable with Carey and Zak.   Until next time.   [MUSIC FADES]
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  • Op-ed: Canada’s leadership in solar air heating—Innovation and flagship projects

    Solar air heating is among the most cost-effective applications of solar thermal energy. These systems are used for space heating and preheating fresh air for ventilation, typically using glazed or unglazed perforated solar collectors. The collectors draw in outside air, heat it using solar energy, and then distribute it through ductwork to meet building heating and fresh air needs. In 2024, Canada led again the world for the at least seventh year in a row in solar air heating adoption. The four key suppliers – Trigo Energies, Conserval Engineering, Matrix Energy, and Aéronergie – reported a combined 26,203 m2of collector area sold last year. Several of these providers are optimistic about the growing demand. These findings come from the newly released Canadian Solar Thermal Market Survey 2024, commissioned by Natural Resources Canada.
    Canada is the global leader in solar air heating. The market is driven by a strong network of experienced system suppliers, optimized technologies, and a few small favorable funding programs – especially in the province of Quebec. Architects and developers are increasingly turning to these cost-effective, façade-integrated systems as a practical solution for reducing onsite natural gas consumption.
    Despite its cold climate, Canada benefits from strong solar potential with solar irradiance in many areas rivaling or even exceeding that of parts of Europe. This makes solar air heating not only viable, but especially valuable in buildings with high fresh air requirements including schools, hospitals, and offices. The projects highlighted in this article showcase the versatility and relevance of solar air heating across a range of building types, from new constructions to retrofits.
    Figure 1: Preheating air for industrial buildings: 2,750 m2of Calento SL solar air collectors cover all south-west and south-east facing facades of the FAB3R factory in Trois-Rivières, Quebec. The hourly unitary flow rate is set at 41 m3/m2 or 2.23 cfm/ft2 of collector area, at the lower range because only a limited number of intake fans was close enough to the solar façade to avoid long ventilation ductwork. Photo: Trigo Energies
    Quebec’s solar air heating boom: the Trigo Energies story
    Trigo Energies makes almost 90 per cent of its sales in Quebec. “We profit from great subsidies, as solar air systems are supported by several organizations in our province – the electricity utility Hydro Quebec, the gas utility Energir and the Ministry of Natural Resources,” explained Christian Vachon, Vice President Technologies and R&D at Trigo Energies.
    Trigo Energies currently has nine employees directly involved in planning, engineering and installing solar air heating systems and teams up with several partner contractors to install mostly retrofit projects. “A high degree of engineering is required to fit a solar heating system into an existing factory,” emphasized Vachon. “Knowledge about HVAC engineering is as important as experience with solar thermal and architecture.”
    One recent Trigo installation is at the FAB3R factory in Trois-Rivières. FAB3R specializes in manufacturing, repairing, and refurbishing large industrial equipment. Its air heating and ventilation system needed urgent renovation because of leakages and discomfort for the workers. “Due to many positive references he had from industries in the area, the owner of FAB3R contacted us,” explained Vachon. “The existence of subsidies helped the client to go for a retrofitting project including solar façade at once instead of fixing the problems one bit at a time.” Approximately 50 per cent of the investment costs for both the solar air heating and the renovation of the indoor ventilation system were covered by grants and subsidies. FAB3R profited from an Energir grant targeted at solar preheating, plus an investment subsidy from the Government of Quebec’s EcoPerformance Programme.
     
    Blue or black, but always efficient: the advanced absorber coating
    In October 2024, the majority of the new 2,750 m²solar façade at FAB3R began operation. According to Vachon, the system is expected to cover approximately 13 per cent of the factory’s annual heating demand, which is otherwise met by natural gas. Trigo Energies equipped the façade with its high-performance Calento SL collectors, featuring a notable innovation: a selective, low-emissivity coating that withstands outdoor conditions. Introduced by Trigo in 2019 and manufactured by Almeco Group from Italy, this advanced coating is engineered to maximize solar absorption while minimizing heat loss via infrared emission, enhancing the overall efficiency of the system.
    The high efficiency coating is now standard in Trigo’s air heating systems. According to the manufacturer, the improved collector design shows a 25 to 35 per cent increase in yield over the former generation of solar air collectors with black paint. Testing conducted at Queen’s University confirms this performance advantage. Researchers measured the performance of transpired solar air collectors both with and without a selective coating, mounted side-by-side on a south-facing vertical wall. The results showed that the collectors with the selective coating produced 1.3 to 1.5 times more energy than those without it. In 2024, the monitoring results were jointly published by Queen’s University and Canmat Energy in a paper titled Performance Comparison of a Transpired Air Solar Collector with Low-E Surface Coating.
    Selective coating, also used on other solar thermal technologies including glazed flat plate or vacuum tube collectors, has a distinctive blue color. Trigo customers can, however, choose between blue and black finishes. “By going from the normal blue selective coating to black selective coating, which Almeco is specially producing for Trigo, we lose about 1 per cent in solar efficiency,” explained Vachon.
    Figure 2: Building-integrated solar air heating façade with MatrixAir collectors at the firehall building in Mont Saint Hilaire, south of Montreal. The 190 m2south-facing wall preheats the fresh air, reducing natural gas consumption by 18 per cent compared to the conventional make-up system. Architect: Leclerc Architecture. Photo: Matrix Energy
    Matrix Energy: collaborating with architects and engineers in new builds
    The key target customer group of Matrix Energy are public buildings – mainly new construction. “Since the pandemic, schools are more conscious about fresh air, and solar preheating of the incoming fresh air has a positive impact over the entire school year,” noted Brian Wilkinson, President of Matrix Energy.
    Matrix Energy supplies systems across Canada, working with local partners to source and process the metal sheets used in their MatrixAir collectors. These metal sheets are perforated and then formed into architectural cladding profiles. The company exclusively offers unglazed, single-stage collectors, citing fire safety concerns associated with polymeric covers.
    “We have strong relationships with many architects and engineers who appreciate the simplicity and cost-effectiveness of transpired solar air heating systems,” said President Brian Wilkinson, describing the company’s sales approach. “Matrix handles system design and supplies the necessary materials, while installation is carried out by specialized cladding and HVAC contractors overseen by on-site architects and engineers,” Wilkinson added.
    Finding the right flow: the importance of unitary airflow rates
    One of the key design factors in solar air heating systems is the amount of air that passes through each square meter of the perforated metal absorber,  known as the unitary airflow rate. The principle is straightforward: higher airflow rates deliver more total heat to the building, while lower flow rates result in higher outlet air temperatures. Striking the right balance between air volume and temperature gain is essential for efficient system performance.
    For unglazed collectors mounted on building façades, typical hourly flow rates should range between 120 and 170, or 6.6 to 9.4 cfm/ft2. However, Wilkinson suggests that an hourly airflow rate of around 130 m³/h/m²offers the best cost-benefit balance for building owners. If the airflow is lower, the system will deliver higher air temperatures, but it would then need a much larger collector area to achieve the same air volume and optimum performance, he explained.
    It’s also crucial for the flow rate to overcome external wind pressure. As wind passes over the absorber, air flow through the collector’s perforations is reduced, resulting in heat losses to the environment. This effect becomes even more pronounced in taller buildings, where wind exposure is greater. To ensure the system performs well even in these conditions, higher hourly airflow rates typically between 150 and 170 m³/m² are necessary.
    Figure 3: One of three apartment blocks of the Maple House in Toronto’s Canary District. Around 160 m2of SolarWall collectors clad the two-storey mechanical penthouse on the roof. The rental flats have been occupied since the beginning of 2024. Collaborators: architects-Alliance, Claude Cormier et Associés, Thornton Tomasetti, RWDI, Cole Engineering, DesignAgency, MVShore, BA Group, EllisDon. Photo: Conserval Engineering
    Solar air heating systems support LEED-certified building designs
    Solar air collectors are also well-suited for use in multi-unit residential buildings. A prime example is the Canary District in Toronto, where single-stage SolarWall collectors from Conserval Engineering have been installed on several MURBs to clad the mechanical penthouses. “These penthouses are an ideal location for our air heating collectors, as they contain the make-up air units that supply corridor ventilation throughout the building,” explained Victoria Hollick, Vice President of Conserval Engineering. “The walls are typically finished with metal façades, which can be seamlessly replaced with a SolarWall system – maintaining the architectural language without disruption.” To date, nine solar air heating systems have been commissioned in the Canary District, covering a total collector area of over 1,000 m².
    “Our customers have many motivations to integrate SolarWall technology into their new construction or retrofit projects, either carbon reduction, ESG, or green building certification targets,” explained Hollick.
    The use of solar air collectors in the Canary District was proposed by architects from the Danish firm Cobe. The black-colored SolarWall system preheats incoming air before it is distributed to the building’s corridors and common areas, reducing reliance on natural gas heating and supporting the pursuit of LEED Gold certification. Hollick estimates the amount of gas saved between 10 to 20 per cent of the total heating load for the corridor ventilation of the multi-unit residential buildings. Additional energy-saving strategies include a 50/50 window-to-wall ratio with high-performance glazing, green roofs, high-efficiency mechanical systems, LED lighting, and Energy Star-certified appliances.
    The ideal orientation for a SolarWall system is due south. However, the systems can be built at any orientation up to 90° east and west, explained Hollick. A SolarWall at 90° would have approximately 60 per cent of the energy production of the same area facing south.Canada’s expertise in solar air heating continues to set a global benchmark, driven by supporting R&D, by innovative technologies, strategic partnerships, and a growing portfolio of high-impact projects. With strong policy support and proven performance, solar air heating is poised to play a key role in the country’s energy-efficient building future.
    Figure 4: Claude-Bechard Building in Quebec is a showcase project for sustainable architecture with a 72 m2Lubi solar air heating wall from Aéronergie. It serves as a regional administrative center. Architectural firm: Goulet et Lebel Architectes. Photo: Art Massif

    Bärbel Epp is the general manager of the German Agency solrico, whose focus is on solar market research and international communication.
    The post Op-ed: Canada’s leadership in solar air heating—Innovation and flagship projects appeared first on Canadian Architect.
    #oped #canadas #leadership #solar #air
    Op-ed: Canada’s leadership in solar air heating—Innovation and flagship projects
    Solar air heating is among the most cost-effective applications of solar thermal energy. These systems are used for space heating and preheating fresh air for ventilation, typically using glazed or unglazed perforated solar collectors. The collectors draw in outside air, heat it using solar energy, and then distribute it through ductwork to meet building heating and fresh air needs. In 2024, Canada led again the world for the at least seventh year in a row in solar air heating adoption. The four key suppliers – Trigo Energies, Conserval Engineering, Matrix Energy, and Aéronergie – reported a combined 26,203 m2of collector area sold last year. Several of these providers are optimistic about the growing demand. These findings come from the newly released Canadian Solar Thermal Market Survey 2024, commissioned by Natural Resources Canada. Canada is the global leader in solar air heating. The market is driven by a strong network of experienced system suppliers, optimized technologies, and a few small favorable funding programs – especially in the province of Quebec. Architects and developers are increasingly turning to these cost-effective, façade-integrated systems as a practical solution for reducing onsite natural gas consumption. Despite its cold climate, Canada benefits from strong solar potential with solar irradiance in many areas rivaling or even exceeding that of parts of Europe. This makes solar air heating not only viable, but especially valuable in buildings with high fresh air requirements including schools, hospitals, and offices. The projects highlighted in this article showcase the versatility and relevance of solar air heating across a range of building types, from new constructions to retrofits. Figure 1: Preheating air for industrial buildings: 2,750 m2of Calento SL solar air collectors cover all south-west and south-east facing facades of the FAB3R factory in Trois-Rivières, Quebec. The hourly unitary flow rate is set at 41 m3/m2 or 2.23 cfm/ft2 of collector area, at the lower range because only a limited number of intake fans was close enough to the solar façade to avoid long ventilation ductwork. Photo: Trigo Energies Quebec’s solar air heating boom: the Trigo Energies story Trigo Energies makes almost 90 per cent of its sales in Quebec. “We profit from great subsidies, as solar air systems are supported by several organizations in our province – the electricity utility Hydro Quebec, the gas utility Energir and the Ministry of Natural Resources,” explained Christian Vachon, Vice President Technologies and R&D at Trigo Energies. Trigo Energies currently has nine employees directly involved in planning, engineering and installing solar air heating systems and teams up with several partner contractors to install mostly retrofit projects. “A high degree of engineering is required to fit a solar heating system into an existing factory,” emphasized Vachon. “Knowledge about HVAC engineering is as important as experience with solar thermal and architecture.” One recent Trigo installation is at the FAB3R factory in Trois-Rivières. FAB3R specializes in manufacturing, repairing, and refurbishing large industrial equipment. Its air heating and ventilation system needed urgent renovation because of leakages and discomfort for the workers. “Due to many positive references he had from industries in the area, the owner of FAB3R contacted us,” explained Vachon. “The existence of subsidies helped the client to go for a retrofitting project including solar façade at once instead of fixing the problems one bit at a time.” Approximately 50 per cent of the investment costs for both the solar air heating and the renovation of the indoor ventilation system were covered by grants and subsidies. FAB3R profited from an Energir grant targeted at solar preheating, plus an investment subsidy from the Government of Quebec’s EcoPerformance Programme.   Blue or black, but always efficient: the advanced absorber coating In October 2024, the majority of the new 2,750 m²solar façade at FAB3R began operation. According to Vachon, the system is expected to cover approximately 13 per cent of the factory’s annual heating demand, which is otherwise met by natural gas. Trigo Energies equipped the façade with its high-performance Calento SL collectors, featuring a notable innovation: a selective, low-emissivity coating that withstands outdoor conditions. Introduced by Trigo in 2019 and manufactured by Almeco Group from Italy, this advanced coating is engineered to maximize solar absorption while minimizing heat loss via infrared emission, enhancing the overall efficiency of the system. The high efficiency coating is now standard in Trigo’s air heating systems. According to the manufacturer, the improved collector design shows a 25 to 35 per cent increase in yield over the former generation of solar air collectors with black paint. Testing conducted at Queen’s University confirms this performance advantage. Researchers measured the performance of transpired solar air collectors both with and without a selective coating, mounted side-by-side on a south-facing vertical wall. The results showed that the collectors with the selective coating produced 1.3 to 1.5 times more energy than those without it. In 2024, the monitoring results were jointly published by Queen’s University and Canmat Energy in a paper titled Performance Comparison of a Transpired Air Solar Collector with Low-E Surface Coating. Selective coating, also used on other solar thermal technologies including glazed flat plate or vacuum tube collectors, has a distinctive blue color. Trigo customers can, however, choose between blue and black finishes. “By going from the normal blue selective coating to black selective coating, which Almeco is specially producing for Trigo, we lose about 1 per cent in solar efficiency,” explained Vachon. Figure 2: Building-integrated solar air heating façade with MatrixAir collectors at the firehall building in Mont Saint Hilaire, south of Montreal. The 190 m2south-facing wall preheats the fresh air, reducing natural gas consumption by 18 per cent compared to the conventional make-up system. Architect: Leclerc Architecture. Photo: Matrix Energy Matrix Energy: collaborating with architects and engineers in new builds The key target customer group of Matrix Energy are public buildings – mainly new construction. “Since the pandemic, schools are more conscious about fresh air, and solar preheating of the incoming fresh air has a positive impact over the entire school year,” noted Brian Wilkinson, President of Matrix Energy. Matrix Energy supplies systems across Canada, working with local partners to source and process the metal sheets used in their MatrixAir collectors. These metal sheets are perforated and then formed into architectural cladding profiles. The company exclusively offers unglazed, single-stage collectors, citing fire safety concerns associated with polymeric covers. “We have strong relationships with many architects and engineers who appreciate the simplicity and cost-effectiveness of transpired solar air heating systems,” said President Brian Wilkinson, describing the company’s sales approach. “Matrix handles system design and supplies the necessary materials, while installation is carried out by specialized cladding and HVAC contractors overseen by on-site architects and engineers,” Wilkinson added. Finding the right flow: the importance of unitary airflow rates One of the key design factors in solar air heating systems is the amount of air that passes through each square meter of the perforated metal absorber,  known as the unitary airflow rate. The principle is straightforward: higher airflow rates deliver more total heat to the building, while lower flow rates result in higher outlet air temperatures. Striking the right balance between air volume and temperature gain is essential for efficient system performance. For unglazed collectors mounted on building façades, typical hourly flow rates should range between 120 and 170, or 6.6 to 9.4 cfm/ft2. However, Wilkinson suggests that an hourly airflow rate of around 130 m³/h/m²offers the best cost-benefit balance for building owners. If the airflow is lower, the system will deliver higher air temperatures, but it would then need a much larger collector area to achieve the same air volume and optimum performance, he explained. It’s also crucial for the flow rate to overcome external wind pressure. As wind passes over the absorber, air flow through the collector’s perforations is reduced, resulting in heat losses to the environment. This effect becomes even more pronounced in taller buildings, where wind exposure is greater. To ensure the system performs well even in these conditions, higher hourly airflow rates typically between 150 and 170 m³/m² are necessary. Figure 3: One of three apartment blocks of the Maple House in Toronto’s Canary District. Around 160 m2of SolarWall collectors clad the two-storey mechanical penthouse on the roof. The rental flats have been occupied since the beginning of 2024. Collaborators: architects-Alliance, Claude Cormier et Associés, Thornton Tomasetti, RWDI, Cole Engineering, DesignAgency, MVShore, BA Group, EllisDon. Photo: Conserval Engineering Solar air heating systems support LEED-certified building designs Solar air collectors are also well-suited for use in multi-unit residential buildings. A prime example is the Canary District in Toronto, where single-stage SolarWall collectors from Conserval Engineering have been installed on several MURBs to clad the mechanical penthouses. “These penthouses are an ideal location for our air heating collectors, as they contain the make-up air units that supply corridor ventilation throughout the building,” explained Victoria Hollick, Vice President of Conserval Engineering. “The walls are typically finished with metal façades, which can be seamlessly replaced with a SolarWall system – maintaining the architectural language without disruption.” To date, nine solar air heating systems have been commissioned in the Canary District, covering a total collector area of over 1,000 m². “Our customers have many motivations to integrate SolarWall technology into their new construction or retrofit projects, either carbon reduction, ESG, or green building certification targets,” explained Hollick. The use of solar air collectors in the Canary District was proposed by architects from the Danish firm Cobe. The black-colored SolarWall system preheats incoming air before it is distributed to the building’s corridors and common areas, reducing reliance on natural gas heating and supporting the pursuit of LEED Gold certification. Hollick estimates the amount of gas saved between 10 to 20 per cent of the total heating load for the corridor ventilation of the multi-unit residential buildings. Additional energy-saving strategies include a 50/50 window-to-wall ratio with high-performance glazing, green roofs, high-efficiency mechanical systems, LED lighting, and Energy Star-certified appliances. The ideal orientation for a SolarWall system is due south. However, the systems can be built at any orientation up to 90° east and west, explained Hollick. A SolarWall at 90° would have approximately 60 per cent of the energy production of the same area facing south.Canada’s expertise in solar air heating continues to set a global benchmark, driven by supporting R&D, by innovative technologies, strategic partnerships, and a growing portfolio of high-impact projects. With strong policy support and proven performance, solar air heating is poised to play a key role in the country’s energy-efficient building future. Figure 4: Claude-Bechard Building in Quebec is a showcase project for sustainable architecture with a 72 m2Lubi solar air heating wall from Aéronergie. It serves as a regional administrative center. Architectural firm: Goulet et Lebel Architectes. Photo: Art Massif Bärbel Epp is the general manager of the German Agency solrico, whose focus is on solar market research and international communication. The post Op-ed: Canada’s leadership in solar air heating—Innovation and flagship projects appeared first on Canadian Architect. #oped #canadas #leadership #solar #air
    WWW.CANADIANARCHITECT.COM
    Op-ed: Canada’s leadership in solar air heating—Innovation and flagship projects
    Solar air heating is among the most cost-effective applications of solar thermal energy. These systems are used for space heating and preheating fresh air for ventilation, typically using glazed or unglazed perforated solar collectors. The collectors draw in outside air, heat it using solar energy, and then distribute it through ductwork to meet building heating and fresh air needs. In 2024, Canada led again the world for the at least seventh year in a row in solar air heating adoption. The four key suppliers – Trigo Energies, Conserval Engineering, Matrix Energy, and Aéronergie – reported a combined 26,203 m2 (282,046 ft2) of collector area sold last year. Several of these providers are optimistic about the growing demand. These findings come from the newly released Canadian Solar Thermal Market Survey 2024, commissioned by Natural Resources Canada. Canada is the global leader in solar air heating. The market is driven by a strong network of experienced system suppliers, optimized technologies, and a few small favorable funding programs – especially in the province of Quebec. Architects and developers are increasingly turning to these cost-effective, façade-integrated systems as a practical solution for reducing onsite natural gas consumption. Despite its cold climate, Canada benefits from strong solar potential with solar irradiance in many areas rivaling or even exceeding that of parts of Europe. This makes solar air heating not only viable, but especially valuable in buildings with high fresh air requirements including schools, hospitals, and offices. The projects highlighted in this article showcase the versatility and relevance of solar air heating across a range of building types, from new constructions to retrofits. Figure 1: Preheating air for industrial buildings: 2,750 m2 (29,600 ft2) of Calento SL solar air collectors cover all south-west and south-east facing facades of the FAB3R factory in Trois-Rivières, Quebec. The hourly unitary flow rate is set at 41 m3/m2 or 2.23 cfm/ft2 of collector area, at the lower range because only a limited number of intake fans was close enough to the solar façade to avoid long ventilation ductwork. Photo: Trigo Energies Quebec’s solar air heating boom: the Trigo Energies story Trigo Energies makes almost 90 per cent of its sales in Quebec. “We profit from great subsidies, as solar air systems are supported by several organizations in our province – the electricity utility Hydro Quebec, the gas utility Energir and the Ministry of Natural Resources,” explained Christian Vachon, Vice President Technologies and R&D at Trigo Energies. Trigo Energies currently has nine employees directly involved in planning, engineering and installing solar air heating systems and teams up with several partner contractors to install mostly retrofit projects. “A high degree of engineering is required to fit a solar heating system into an existing factory,” emphasized Vachon. “Knowledge about HVAC engineering is as important as experience with solar thermal and architecture.” One recent Trigo installation is at the FAB3R factory in Trois-Rivières. FAB3R specializes in manufacturing, repairing, and refurbishing large industrial equipment. Its air heating and ventilation system needed urgent renovation because of leakages and discomfort for the workers. “Due to many positive references he had from industries in the area, the owner of FAB3R contacted us,” explained Vachon. “The existence of subsidies helped the client to go for a retrofitting project including solar façade at once instead of fixing the problems one bit at a time.” Approximately 50 per cent of the investment costs for both the solar air heating and the renovation of the indoor ventilation system were covered by grants and subsidies. FAB3R profited from an Energir grant targeted at solar preheating, plus an investment subsidy from the Government of Quebec’s EcoPerformance Programme.   Blue or black, but always efficient: the advanced absorber coating In October 2024, the majority of the new 2,750 m² (29,600 ft2) solar façade at FAB3R began operation (see figure 1). According to Vachon, the system is expected to cover approximately 13 per cent of the factory’s annual heating demand, which is otherwise met by natural gas. Trigo Energies equipped the façade with its high-performance Calento SL collectors, featuring a notable innovation: a selective, low-emissivity coating that withstands outdoor conditions. Introduced by Trigo in 2019 and manufactured by Almeco Group from Italy, this advanced coating is engineered to maximize solar absorption while minimizing heat loss via infrared emission, enhancing the overall efficiency of the system. The high efficiency coating is now standard in Trigo’s air heating systems. According to the manufacturer, the improved collector design shows a 25 to 35 per cent increase in yield over the former generation of solar air collectors with black paint. Testing conducted at Queen’s University confirms this performance advantage. Researchers measured the performance of transpired solar air collectors both with and without a selective coating, mounted side-by-side on a south-facing vertical wall. The results showed that the collectors with the selective coating produced 1.3 to 1.5 times more energy than those without it. In 2024, the monitoring results were jointly published by Queen’s University and Canmat Energy in a paper titled Performance Comparison of a Transpired Air Solar Collector with Low-E Surface Coating. Selective coating, also used on other solar thermal technologies including glazed flat plate or vacuum tube collectors, has a distinctive blue color. Trigo customers can, however, choose between blue and black finishes. “By going from the normal blue selective coating to black selective coating, which Almeco is specially producing for Trigo, we lose about 1 per cent in solar efficiency,” explained Vachon. Figure 2: Building-integrated solar air heating façade with MatrixAir collectors at the firehall building in Mont Saint Hilaire, south of Montreal. The 190 m2 (2,045 ft2) south-facing wall preheats the fresh air, reducing natural gas consumption by 18 per cent compared to the conventional make-up system. Architect: Leclerc Architecture. Photo: Matrix Energy Matrix Energy: collaborating with architects and engineers in new builds The key target customer group of Matrix Energy are public buildings – mainly new construction. “Since the pandemic, schools are more conscious about fresh air, and solar preheating of the incoming fresh air has a positive impact over the entire school year,” noted Brian Wilkinson, President of Matrix Energy. Matrix Energy supplies systems across Canada, working with local partners to source and process the metal sheets used in their MatrixAir collectors. These metal sheets are perforated and then formed into architectural cladding profiles. The company exclusively offers unglazed, single-stage collectors, citing fire safety concerns associated with polymeric covers. “We have strong relationships with many architects and engineers who appreciate the simplicity and cost-effectiveness of transpired solar air heating systems,” said President Brian Wilkinson, describing the company’s sales approach. “Matrix handles system design and supplies the necessary materials, while installation is carried out by specialized cladding and HVAC contractors overseen by on-site architects and engineers,” Wilkinson added. Finding the right flow: the importance of unitary airflow rates One of the key design factors in solar air heating systems is the amount of air that passes through each square meter of the perforated metal absorber,  known as the unitary airflow rate. The principle is straightforward: higher airflow rates deliver more total heat to the building, while lower flow rates result in higher outlet air temperatures. Striking the right balance between air volume and temperature gain is essential for efficient system performance. For unglazed collectors mounted on building façades, typical hourly flow rates should range between 120 and 170 (m3/h/m2), or 6.6 to 9.4 cfm/ft2. However, Wilkinson suggests that an hourly airflow rate of around 130 m³/h/m² (7.2 cfm/ft2) offers the best cost-benefit balance for building owners. If the airflow is lower, the system will deliver higher air temperatures, but it would then need a much larger collector area to achieve the same air volume and optimum performance, he explained. It’s also crucial for the flow rate to overcome external wind pressure. As wind passes over the absorber, air flow through the collector’s perforations is reduced, resulting in heat losses to the environment. This effect becomes even more pronounced in taller buildings, where wind exposure is greater. To ensure the system performs well even in these conditions, higher hourly airflow rates typically between 150 and 170 m³/m² (8.3 to 9.4 cfm/ft2)  are necessary. Figure 3: One of three apartment blocks of the Maple House in Toronto’s Canary District. Around 160 m2 (1,722 ft2) of SolarWall collectors clad the two-storey mechanical penthouse on the roof. The rental flats have been occupied since the beginning of 2024. Collaborators: architects-Alliance, Claude Cormier et Associés, Thornton Tomasetti, RWDI, Cole Engineering, DesignAgency, MVShore, BA Group, EllisDon. Photo: Conserval Engineering Solar air heating systems support LEED-certified building designs Solar air collectors are also well-suited for use in multi-unit residential buildings. A prime example is the Canary District in Toronto (see Figure 3), where single-stage SolarWall collectors from Conserval Engineering have been installed on several MURBs to clad the mechanical penthouses. “These penthouses are an ideal location for our air heating collectors, as they contain the make-up air units that supply corridor ventilation throughout the building,” explained Victoria Hollick, Vice President of Conserval Engineering. “The walls are typically finished with metal façades, which can be seamlessly replaced with a SolarWall system – maintaining the architectural language without disruption.” To date, nine solar air heating systems have been commissioned in the Canary District, covering a total collector area of over 1,000 m² (10,764 ft2). “Our customers have many motivations to integrate SolarWall technology into their new construction or retrofit projects, either carbon reduction, ESG, or green building certification targets,” explained Hollick. The use of solar air collectors in the Canary District was proposed by architects from the Danish firm Cobe. The black-colored SolarWall system preheats incoming air before it is distributed to the building’s corridors and common areas, reducing reliance on natural gas heating and supporting the pursuit of LEED Gold certification. Hollick estimates the amount of gas saved between 10 to 20 per cent of the total heating load for the corridor ventilation of the multi-unit residential buildings. Additional energy-saving strategies include a 50/50 window-to-wall ratio with high-performance glazing, green roofs, high-efficiency mechanical systems, LED lighting, and Energy Star-certified appliances. The ideal orientation for a SolarWall system is due south. However, the systems can be built at any orientation up to 90° east and west, explained Hollick. A SolarWall at 90° would have approximately 60 per cent of the energy production of the same area facing south.Canada’s expertise in solar air heating continues to set a global benchmark, driven by supporting R&D, by innovative technologies, strategic partnerships, and a growing portfolio of high-impact projects. With strong policy support and proven performance, solar air heating is poised to play a key role in the country’s energy-efficient building future. Figure 4: Claude-Bechard Building in Quebec is a showcase project for sustainable architecture with a 72 m2 (775 ft2) Lubi solar air heating wall from Aéronergie. It serves as a regional administrative center. Architectural firm: Goulet et Lebel Architectes. Photo: Art Massif Bärbel Epp is the general manager of the German Agency solrico, whose focus is on solar market research and international communication. The post Op-ed: Canada’s leadership in solar air heating—Innovation and flagship projects appeared first on Canadian Architect.
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  • Massive DMV phishing scam tricks drivers with fake texts

    Published
    June 7, 2025 10:00am EDT close Tennessee DMV experiencing long lines ahead of REAL ID deadline May 7 is the deadline to get a REAL ID, and some DMVs are facing large crowds and major backup. FOX's Asher Reed spoke with FOX 35 Orlando from outside a DMV in Antioch, Tennessee, with more on the issue. NEWYou can now listen to Fox News articles!
    If you've received a text message claiming to be from your state's Department of Motor Vehiclesand threatening you with fines or penalties unless you pay up, you're not alone. A new wave of scam texts is sweeping across the country, targeting drivers in states like Connecticut, Pennsylvania, Georgia, Florida, New York, California, Illinois, New Jersey, Virginia, Colorado, Vermont, Texas, North Carolina and even Washington, D.C.These messages look official and urgent, warning you about supposed unpaid tickets or tolls and demanding immediate payment. But don't be fooled, as these texts are sophisticated scams designed to steal your personal information or money. The scammers are getting better at making their messages look real, so it can be tricky to spot the fraud. But with a few simple tips, you can learn how to recognize these scams and protect yourself before you click or respond. DMV scam text.How the DMV scam text message worksThese scam messages vary slightly depending on the state you're in, but they’re generally structured in the same way. The text threatens consequences, such as credit score damage, revoked driving privileges, suspended vehicle registration or increased toll fees, if you do not pay the bill you have supposedly incurred. To make the message appear legit, the scammers often include a date for penalties to begin, a fake administrative code and a link that appears to be an official DMV website.FBI WARNS OF SCAM TARGETING VICTIMS WITH FAKE HOSPITALS AND POLICEPro tip: If you're instructed to copy the link into your browser rather than clicking it directly, it's a scam. A person receiving a scam text message on their phone.Why DMV text scams are so convincingThe scam relies on two key elements to be effective: fear and a sense of urgency. These are two powerful psychological motivators that can send you into a panic since your driving privileges are at risk, or you're facing financial consequences. The aim is to get you to act hastily without pausing to verify the source. The messages also mimic legitimate government communications by including familiar terms, official-sounding codes and web addresses that appear authentic. Here is an example of what the text might look like: DMV scam text.States known to have issued warnings about DMV scam texts:ConnecticutPennsylvaniaGeorgiaFloridaNew YorkCaliforniaIllinoisNew JerseyVirginiaColoradoVermontTexasNorth CarolinaWashington, D.C.Reports are surfacing across the U.S., and the list of affected states is likely to continue growing as more residents come forward.How to spot and avoid DMV text message scamsIf you receive a suspicious text message claiming to be from your state's DMV and demanding payment or personal information, follow these steps to protect yourself:1. Be skeptical of any message creating urgency or panic: Scammers rely on fear and urgency to trick you into acting without thinking. If a message pressures you to act immediately, that's a major red flag.2. Check for obvious red flags: Look for signs like strange sender addresses, awkward language, misspellings or links that don't match your state's official DMV website.3. Do not click any links or reply, and use strong antivirus software: Legitimate DMVs will not ask for payments, personal details or sensitive information via unsolicited text messages. The best way to safeguard yourself from malicious links that install malware, potentially accessing your private information, is to have antivirus software installed on all your devices. This protection can also alert you to phishing emails and ransomware scams, keeping your personal information and digital assets safe. Get my picks for the best 2025 antivirus protection winners for your Windows, Mac, Android and iOS devices.4. Verify directly with your DMV: If you're concerned the message might be real, contact your state's DMV using the official website or a trusted phone number. Never use the contact information provided in the suspicious text.5. Consider a Personal Data Removal Service: Your personal information is widely available online, which can make you a bigger target for these types of scams, therefore you might look into a personal data removal service. These services work by submitting opt-out requests to data brokers that collect and sell your information, helping to reduce your digital footprint and making it harder for scammers to find your contact details. GET FOX BUSINESS ON THE GO BY CLICKING HEREWhile no service can guarantee the complete removal of your data from the internet, a data removal service is really a smart choice. They aren’t cheap — and neither is your privacy.  These services do all the work for you by actively monitoring and systematically erasing your personal information from hundreds of websites. It’s what gives me peace of mind and has proven to be the most effective way to erase your personal data from the internet.  By limiting the information available, you reduce the risk of scammers cross-referencing data from breaches with information they might find on the dark web, making it harder for them to target you. Check out my top picks for data removal services here.6. Delete the message immediately and block the sender: Removing the text helps prevent accidental clicks and reduces the risk of falling for the scam later. Also, be sure to block phone numbers and texts that send spam or scam messages, reducing future risk.7. Register your number with the National Do Not Call Registry: While this won't stop all scams, it can help reduce unwanted communications.8. Don't provide any personal or financial information: Never share your Social Security number, driver's license number, banking information, or passwords in response to an unsolicited text.9. If you clicked the link or gave out information, act quickly: If you accidentally entered personal or financial information, contact your bank, credit card provider or local law enforcement right away to minimize potential damage.10. Keep your phone's security features updated: Ensure your device's operating system and security software are current to help block known scam numbers and malicious links.11. Report the scam: Forward the message to 7726to alert your mobile provider and help block similar messages in the future. Mark the message as junk or spam within your messaging app, if possible. File a complaint with the Federal Trade Commission at reportfraud.ftc.gov or the FBI's Internet Crime Complaint Center at ic3.gov.Kurt’s key takeawaysScam texts pretending to be from the DMV are getting more convincing, but you don't have to be their next victim. Staying skeptical of urgent messages, double-checking anything that seems off and never clicking suspicious links can go a long way in protecting your personal information. Remember, the real DMV will never pressure you for payment or sensitive details over text. By staying alert, you can help prevent these scams and keep your personal information and money secure.CLICK HERE TO GET THE FOX NEWS APPShould tech companies and telecom providers be doing more to protect you from scam texts, or does the responsibility ultimately fall on you to keep your digital life safe? Let us know by writing to us at Cyberguy.com/ContactFor more of my tech tips and security alerts, subscribe to my free CyberGuy Report Newsletter by heading to Cyberguy.com/NewsletterAsk Kurt a question or let us know what stories you'd like us to cover.Follow Kurt on his social channels:Answers to the most-asked CyberGuy questions:New from Kurt:Copyright 2025 CyberGuy.com. All rights reserved.   Kurt "CyberGuy" Knutsson is an award-winning tech journalist who has a deep love of technology, gear and gadgets that make life better with his contributions for Fox News & FOX Business beginning mornings on "FOX & Friends." Got a tech question? Get Kurt’s free CyberGuy Newsletter, share your voice, a story idea or comment at CyberGuy.com.
    #massive #dmv #phishing #scam #tricks
    Massive DMV phishing scam tricks drivers with fake texts
    Published June 7, 2025 10:00am EDT close Tennessee DMV experiencing long lines ahead of REAL ID deadline May 7 is the deadline to get a REAL ID, and some DMVs are facing large crowds and major backup. FOX's Asher Reed spoke with FOX 35 Orlando from outside a DMV in Antioch, Tennessee, with more on the issue. NEWYou can now listen to Fox News articles! If you've received a text message claiming to be from your state's Department of Motor Vehiclesand threatening you with fines or penalties unless you pay up, you're not alone. A new wave of scam texts is sweeping across the country, targeting drivers in states like Connecticut, Pennsylvania, Georgia, Florida, New York, California, Illinois, New Jersey, Virginia, Colorado, Vermont, Texas, North Carolina and even Washington, D.C.These messages look official and urgent, warning you about supposed unpaid tickets or tolls and demanding immediate payment. But don't be fooled, as these texts are sophisticated scams designed to steal your personal information or money. The scammers are getting better at making their messages look real, so it can be tricky to spot the fraud. But with a few simple tips, you can learn how to recognize these scams and protect yourself before you click or respond. DMV scam text.How the DMV scam text message worksThese scam messages vary slightly depending on the state you're in, but they’re generally structured in the same way. The text threatens consequences, such as credit score damage, revoked driving privileges, suspended vehicle registration or increased toll fees, if you do not pay the bill you have supposedly incurred. To make the message appear legit, the scammers often include a date for penalties to begin, a fake administrative code and a link that appears to be an official DMV website.FBI WARNS OF SCAM TARGETING VICTIMS WITH FAKE HOSPITALS AND POLICEPro tip: If you're instructed to copy the link into your browser rather than clicking it directly, it's a scam. A person receiving a scam text message on their phone.Why DMV text scams are so convincingThe scam relies on two key elements to be effective: fear and a sense of urgency. These are two powerful psychological motivators that can send you into a panic since your driving privileges are at risk, or you're facing financial consequences. The aim is to get you to act hastily without pausing to verify the source. The messages also mimic legitimate government communications by including familiar terms, official-sounding codes and web addresses that appear authentic. Here is an example of what the text might look like: DMV scam text.States known to have issued warnings about DMV scam texts:ConnecticutPennsylvaniaGeorgiaFloridaNew YorkCaliforniaIllinoisNew JerseyVirginiaColoradoVermontTexasNorth CarolinaWashington, D.C.Reports are surfacing across the U.S., and the list of affected states is likely to continue growing as more residents come forward.How to spot and avoid DMV text message scamsIf you receive a suspicious text message claiming to be from your state's DMV and demanding payment or personal information, follow these steps to protect yourself:1. Be skeptical of any message creating urgency or panic: Scammers rely on fear and urgency to trick you into acting without thinking. If a message pressures you to act immediately, that's a major red flag.2. Check for obvious red flags: Look for signs like strange sender addresses, awkward language, misspellings or links that don't match your state's official DMV website.3. Do not click any links or reply, and use strong antivirus software: Legitimate DMVs will not ask for payments, personal details or sensitive information via unsolicited text messages. The best way to safeguard yourself from malicious links that install malware, potentially accessing your private information, is to have antivirus software installed on all your devices. This protection can also alert you to phishing emails and ransomware scams, keeping your personal information and digital assets safe. Get my picks for the best 2025 antivirus protection winners for your Windows, Mac, Android and iOS devices.4. Verify directly with your DMV: If you're concerned the message might be real, contact your state's DMV using the official website or a trusted phone number. Never use the contact information provided in the suspicious text.5. Consider a Personal Data Removal Service: Your personal information is widely available online, which can make you a bigger target for these types of scams, therefore you might look into a personal data removal service. These services work by submitting opt-out requests to data brokers that collect and sell your information, helping to reduce your digital footprint and making it harder for scammers to find your contact details. GET FOX BUSINESS ON THE GO BY CLICKING HEREWhile no service can guarantee the complete removal of your data from the internet, a data removal service is really a smart choice. They aren’t cheap — and neither is your privacy.  These services do all the work for you by actively monitoring and systematically erasing your personal information from hundreds of websites. It’s what gives me peace of mind and has proven to be the most effective way to erase your personal data from the internet.  By limiting the information available, you reduce the risk of scammers cross-referencing data from breaches with information they might find on the dark web, making it harder for them to target you. Check out my top picks for data removal services here.6. Delete the message immediately and block the sender: Removing the text helps prevent accidental clicks and reduces the risk of falling for the scam later. Also, be sure to block phone numbers and texts that send spam or scam messages, reducing future risk.7. Register your number with the National Do Not Call Registry: While this won't stop all scams, it can help reduce unwanted communications.8. Don't provide any personal or financial information: Never share your Social Security number, driver's license number, banking information, or passwords in response to an unsolicited text.9. If you clicked the link or gave out information, act quickly: If you accidentally entered personal or financial information, contact your bank, credit card provider or local law enforcement right away to minimize potential damage.10. Keep your phone's security features updated: Ensure your device's operating system and security software are current to help block known scam numbers and malicious links.11. Report the scam: Forward the message to 7726to alert your mobile provider and help block similar messages in the future. Mark the message as junk or spam within your messaging app, if possible. File a complaint with the Federal Trade Commission at reportfraud.ftc.gov or the FBI's Internet Crime Complaint Center at ic3.gov.Kurt’s key takeawaysScam texts pretending to be from the DMV are getting more convincing, but you don't have to be their next victim. Staying skeptical of urgent messages, double-checking anything that seems off and never clicking suspicious links can go a long way in protecting your personal information. Remember, the real DMV will never pressure you for payment or sensitive details over text. By staying alert, you can help prevent these scams and keep your personal information and money secure.CLICK HERE TO GET THE FOX NEWS APPShould tech companies and telecom providers be doing more to protect you from scam texts, or does the responsibility ultimately fall on you to keep your digital life safe? Let us know by writing to us at Cyberguy.com/ContactFor more of my tech tips and security alerts, subscribe to my free CyberGuy Report Newsletter by heading to Cyberguy.com/NewsletterAsk Kurt a question or let us know what stories you'd like us to cover.Follow Kurt on his social channels:Answers to the most-asked CyberGuy questions:New from Kurt:Copyright 2025 CyberGuy.com. All rights reserved.   Kurt "CyberGuy" Knutsson is an award-winning tech journalist who has a deep love of technology, gear and gadgets that make life better with his contributions for Fox News & FOX Business beginning mornings on "FOX & Friends." Got a tech question? Get Kurt’s free CyberGuy Newsletter, share your voice, a story idea or comment at CyberGuy.com. #massive #dmv #phishing #scam #tricks
    WWW.FOXNEWS.COM
    Massive DMV phishing scam tricks drivers with fake texts
    Published June 7, 2025 10:00am EDT close Tennessee DMV experiencing long lines ahead of REAL ID deadline May 7 is the deadline to get a REAL ID, and some DMVs are facing large crowds and major backup. FOX's Asher Reed spoke with FOX 35 Orlando from outside a DMV in Antioch, Tennessee, with more on the issue. NEWYou can now listen to Fox News articles! If you've received a text message claiming to be from your state's Department of Motor Vehicles (DMV) and threatening you with fines or penalties unless you pay up, you're not alone. A new wave of scam texts is sweeping across the country, targeting drivers in states like Connecticut, Pennsylvania, Georgia, Florida, New York, California, Illinois, New Jersey, Virginia, Colorado, Vermont, Texas, North Carolina and even Washington, D.C.These messages look official and urgent, warning you about supposed unpaid tickets or tolls and demanding immediate payment. But don't be fooled, as these texts are sophisticated scams designed to steal your personal information or money. The scammers are getting better at making their messages look real, so it can be tricky to spot the fraud. But with a few simple tips, you can learn how to recognize these scams and protect yourself before you click or respond. DMV scam text. (Kurt "CyberGuy" Knutsson)How the DMV scam text message worksThese scam messages vary slightly depending on the state you're in, but they’re generally structured in the same way. The text threatens consequences, such as credit score damage, revoked driving privileges, suspended vehicle registration or increased toll fees, if you do not pay the bill you have supposedly incurred. To make the message appear legit, the scammers often include a date for penalties to begin, a fake administrative code and a link that appears to be an official DMV website.FBI WARNS OF SCAM TARGETING VICTIMS WITH FAKE HOSPITALS AND POLICEPro tip: If you're instructed to copy the link into your browser rather than clicking it directly, it's a scam. A person receiving a scam text message on their phone. (Kurt "CyberGuy" Knutsson)Why DMV text scams are so convincingThe scam relies on two key elements to be effective: fear and a sense of urgency. These are two powerful psychological motivators that can send you into a panic since your driving privileges are at risk, or you're facing financial consequences. The aim is to get you to act hastily without pausing to verify the source. The messages also mimic legitimate government communications by including familiar terms, official-sounding codes and web addresses that appear authentic. Here is an example of what the text might look like: DMV scam text. (Kurt "CyberGuy" Knutsson)States known to have issued warnings about DMV scam texts (as of June 2025):ConnecticutPennsylvaniaGeorgiaFloridaNew YorkCaliforniaIllinoisNew JerseyVirginiaColoradoVermontTexasNorth CarolinaWashington, D.C.Reports are surfacing across the U.S., and the list of affected states is likely to continue growing as more residents come forward.How to spot and avoid DMV text message scamsIf you receive a suspicious text message claiming to be from your state's DMV and demanding payment or personal information, follow these steps to protect yourself:1. Be skeptical of any message creating urgency or panic: Scammers rely on fear and urgency to trick you into acting without thinking. If a message pressures you to act immediately, that's a major red flag.2. Check for obvious red flags: Look for signs like strange sender addresses, awkward language, misspellings or links that don't match your state's official DMV website.3. Do not click any links or reply, and use strong antivirus software: Legitimate DMVs will not ask for payments, personal details or sensitive information via unsolicited text messages. The best way to safeguard yourself from malicious links that install malware, potentially accessing your private information, is to have antivirus software installed on all your devices. This protection can also alert you to phishing emails and ransomware scams, keeping your personal information and digital assets safe. Get my picks for the best 2025 antivirus protection winners for your Windows, Mac, Android and iOS devices.4. Verify directly with your DMV: If you're concerned the message might be real, contact your state's DMV using the official website or a trusted phone number. Never use the contact information provided in the suspicious text.5. Consider a Personal Data Removal Service: Your personal information is widely available online, which can make you a bigger target for these types of scams, therefore you might look into a personal data removal service. These services work by submitting opt-out requests to data brokers that collect and sell your information, helping to reduce your digital footprint and making it harder for scammers to find your contact details. GET FOX BUSINESS ON THE GO BY CLICKING HEREWhile no service can guarantee the complete removal of your data from the internet, a data removal service is really a smart choice. They aren’t cheap — and neither is your privacy.  These services do all the work for you by actively monitoring and systematically erasing your personal information from hundreds of websites. It’s what gives me peace of mind and has proven to be the most effective way to erase your personal data from the internet.  By limiting the information available, you reduce the risk of scammers cross-referencing data from breaches with information they might find on the dark web, making it harder for them to target you. Check out my top picks for data removal services here.6. Delete the message immediately and block the sender: Removing the text helps prevent accidental clicks and reduces the risk of falling for the scam later. Also, be sure to block phone numbers and texts that send spam or scam messages, reducing future risk.7. Register your number with the National Do Not Call Registry: While this won't stop all scams, it can help reduce unwanted communications.8. Don't provide any personal or financial information: Never share your Social Security number, driver's license number, banking information, or passwords in response to an unsolicited text.9. If you clicked the link or gave out information, act quickly: If you accidentally entered personal or financial information, contact your bank, credit card provider or local law enforcement right away to minimize potential damage.10. Keep your phone's security features updated: Ensure your device's operating system and security software are current to help block known scam numbers and malicious links.11. Report the scam: Forward the message to 7726 (SPAM) to alert your mobile provider and help block similar messages in the future. Mark the message as junk or spam within your messaging app, if possible. File a complaint with the Federal Trade Commission at reportfraud.ftc.gov or the FBI's Internet Crime Complaint Center at ic3.gov.Kurt’s key takeawaysScam texts pretending to be from the DMV are getting more convincing, but you don't have to be their next victim. Staying skeptical of urgent messages, double-checking anything that seems off and never clicking suspicious links can go a long way in protecting your personal information. Remember, the real DMV will never pressure you for payment or sensitive details over text. By staying alert, you can help prevent these scams and keep your personal information and money secure.CLICK HERE TO GET THE FOX NEWS APPShould tech companies and telecom providers be doing more to protect you from scam texts, or does the responsibility ultimately fall on you to keep your digital life safe? Let us know by writing to us at Cyberguy.com/ContactFor more of my tech tips and security alerts, subscribe to my free CyberGuy Report Newsletter by heading to Cyberguy.com/NewsletterAsk Kurt a question or let us know what stories you'd like us to cover.Follow Kurt on his social channels:Answers to the most-asked CyberGuy questions:New from Kurt:Copyright 2025 CyberGuy.com. All rights reserved.   Kurt "CyberGuy" Knutsson is an award-winning tech journalist who has a deep love of technology, gear and gadgets that make life better with his contributions for Fox News & FOX Business beginning mornings on "FOX & Friends." Got a tech question? Get Kurt’s free CyberGuy Newsletter, share your voice, a story idea or comment at CyberGuy.com.
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  • 30 Best Architecture and Design Firms in Germany

    These annual rankings were last updated on June 6, 2025. Want to see your firm on next year’s list? Continue reading for more on how you can improve your studio’s ranking.
    Traversing the German nation, one will encounter a similar historic program to other European capitals — Romanesque churches, Renaissance monuments and more — blended with functionalist and modernist structures.
    Early twenty-first-century Germany gave rise to the thriving Bauhaus. Founded by Walter Gropius, this school introduced brand-new architectural thinking, an ideology rooted in function, clarity and mass production. Materials like concrete and glass were favored, socially progressive housing blocks were constructed, and a newfound appreciation for modernism emerged. The spirit of the great Bauhaus teachers — Mies van der Rohe, for example — vigorously lives on and inspires contemporary designers today. Additionally, modern industrial architecture took off post-war and has played a prominent role in the nation’s economic growth, continuing to do so today.
    The architectural devastation from WWII resulted in mass reconstruction efforts. The post-war restoration and rebuilding embraced a functional attitude, which continued the legacy of the Bauhaus movement despite its closing over a decade prior. Today, German architecture continues to champion the nation’s modernist brilliance through innovative designs that push technological boundaries and celebrate culture.
    With so many architecture firms to choose from, it’s challenging for clients to identify the industry leaders that will be an ideal fit for their project needs. Fortunately, Architizer is able to provide guidance on the top design firms in Germany based on more than a decade of data and industry knowledge.
    How are these architecture firms ranked?
    The following ranking has been created according to key statistics that demonstrate each firm’s level of architectural excellence. The following metrics have been accumulated to establish each architecture firm’s ranking, in order of priority:

    The number of A+Awards wonThe number of A+Awards finalistsThe number of projects selected as “Project of the Day”The number of projects selected as “Featured Project”The number of projects uploaded to ArchitizerEach of these metrics is explained in more detail at the foot of this article. This ranking list will be updated annually, taking into account new achievements of Germany architecture firms throughout the year.
    Without further ado, here are the 30 best architecture firms in Germany:

    30. Format Elf Architekten

    © Format Elf Architekten

    Simple and touching.
    Format Elf Architekten is an architecture firm that focuses on residential architecture.
    Some of Format Elf Architekten’s most prominent projects include:

    Longhouses, Bad Birnbach, Germany
    FORMSTELLE, Töging am Inn, Germany
    House B, Munich, Germany
    Die Basis, Munich, Germany

    The following statistics helped Format Elf Architekten achieve 30th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    1

    Total Projects
    4

    29. Bruzkus Batek Architects

    © Jens Bösenberg | Whitelight Studio GmbH

    BRUZKUS BATEK Since 2007, this internationally active office specialised in designing hotels, offices, shops, restaurants and private housing – and particularly in the detailing of high-quality interiors. After 10 successful years, it is time for a change. As of 2018, Bruzkus Batek is splitting into BATEK ARCHITECTS and ESTER BRUZKUS ARCHITECTS.
    Some of Bruzkus Batek Architects’ most prominent projects include:

    Razorfish, Berlin, Germany
    Office Ester Bruzkus Architekten, Berlin, Germany
    Colette Tim Raue Munich, Munich, Germany
    Apartment PP, Berlin, Germany
    Dean, Berlin, Germany

    The following statistics helped Bruzkus Batek Architects achieve 29th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    1

    Featured Projects
    3

    Total Projects
    28

    28. Ester Bruzkus Architekten

    © Ester Bruzkus Architekten

    Founded in 2002 in Berlin, Ester Bruzkus Architekten is an architecture and interior design practice with global ties: Berlin, New York, Paris, Tel Aviv, Boston, Dubai, Moscow, Vladivostok, Tenerife. We have extensive experience with design at many scales: from the design of tables and furniture to exquisite residences and workspaces to international theaters, restaurants and hotels.
    Straight lines, precise planning, material contrasts – and plenty of surprises. The architecture of Ester Bruzkus and her team makes use of contrasts of thick and thin, sharp and soft, curved and straight, rough and smooth, common and opulent, colorful and restrained, playful and well-resolved. Special projects result from a dialogue of space and light, materiality and color, existing constraints and new opportunities – and especially a synergy between the needs of the client, the space and the aspirations of great design.
    Some of Ester Bruzkus Architekten’s most prominent projects include:

    Razorfish, Berlin, Germany
    Office Ester Bruzkus Architekten, Berlin, Germany
    Colette Tim Raue Munich, Munich, Germany
    Apartment PP, Berlin, Germany
    Dean, Berlin, Germany

    The following statistics helped Ester Bruzkus Architekten achieve 28th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    1

    Featured Projects
    3

    Total Projects
    34

    27. Architekten Wannenmacher + Möller

    © Architekten Wannenmacher + Möller GmbH

    Architects Wannenmacher + Möller, based in Bielefeld Germany, has been in practice for almost 60 years. Today the office is run by second generation Andreas Wannenmacher and Hans-Heinrich Möller. It was founded by Gregor Wannenmacher in Düsseldorf, Germany in 1955. Over the years the office grew continuously and became one of the largest architectural firms in the German region Eastern Westfalia. Most of the activities were focused in this region. During the last years, however, the office had the opportunity to design buildings and control their realization outside this region, some of them in foreign countries throughout Europe, Asia, and the USA.
    Some of Architekten Wannenmacher + Möller’s most prominent projects include:

    Ford Hagemeier Halle , Germany
    Wohnhaus Möllmann, Bielefeld, Germany
    House P+G, Weinheim, Germany
    House in Paderborn, Paderborn, Germany
    Borchen Sports Hall, Borchen, Germany

    The following statistics helped Architekten Wannenmacher + Möller achieve 27th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    1

    Featured Projects
    4

    Total Projects
    14

    26. Design.Develop.Build – GA Tech | PBSA | RWTH

    © Design.Develop.Build - GA Tech | PBSA | RWTH

    Students from the Georgia Institute of Technology, RWTH Aachen University and PBSA Düsseldorf design, develop and build civic architecture.
    Some of Design.Develop.Build’s most prominent projects include:

    Guga S’Thebe Children’s Theatre, Cape Town, South Africa

    The following statistics helped Design.Develop.Build achieve 26th place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    2

    A+Awards Finalist
    1

    Featured Projects
    1

    Total Projects
    1

    25. Ecker Architekten

    © Ecker Architekten

    Ecker Architekten is an architecture and design firm based in Germany. Ecker Architekten’s design portfolio includes a variety of architectural projects, such as cultural, commercial, government and health, educational, and more.
    Some of Ecker Architekten’s most prominent projects include:

    The Forum at Eckenberg Gymnasium, Adelsheim, Germany
    Field Chapel, Buchen, Germany
    Kindergarten Dandelion Clock, Germany
    Kanzlei Balkenhol, BW, Germany
    Branch Bank in Hettingen, Hettingen, Germany

    The following statistics helped Ecker Architekten achieve 25th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    4

    Total Projects
    8

    24. Sehw Architektur

    © Helin Bereket

    “Sehw stands for meaningfulness, emotion, attitude and change.” Our mission: building architecture sustainably, thinking innovatively and creating social added value.
    “Sehw stands for an aesthetic of sustainability in architecture.” // Sustainability // Acting sustainably
    We are not just planning for today but for the generation of tomorrow and beyond. For us, sustainable architecture means forward-looking planning and the development of future-proof utilization concepts.
    In times of rapid climate change, we are committed to resource-conserving construction methods and the use of renewable energies. Recyclable building materials and circular economy are the basis for a long life cycle and corresponding sustainability certifications of our buildings. We value and protect existing structures and materials.
    Some of Sehw Architektur’s most prominent projects include:

    KIT, Karlsruhe, Germany
    Weitblick Innovation Campus, Augsburg, Germany
    Inclusive School Centre Döbern, Döbern, Germany
    The Copper Coil, Rostock, Germany
    Around the Corner – Student Apartment Building, Berlin, Germany

    The following statistics helped Sehw Architektur achieve 24th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    5

    Total Projects
    18

    23. PHILIPPARCHITEKTEN Anna Philipp

    © PHILIPPARCHITEKTEN Anna Philipp

    A passion for houses.
    There’s nothing more significant to describe what our architecture office is about: houses — simple, yet complex. The archetype of all construction is our passion. That’s what we stand for. On this we work holistically with a team of architects and engineers.
    Center of our designing is the human being. We understand architecture as a second skin, which must be tailored. At the same time it’s essential to reflect the unique character of the location. The goal is a harmonious triad of mankind, nature and architecture.
    The focus and specialization on houses and villas is faced by a wide diversification in the range of services offered.
    Some of PHILIPPARCHITEKTEN Anna Philipp’s most prominent projects include:

    Villa Philipp, Waldenburg, Germany
    Villa Lombardo, Lugano, Switzerland
    A monastery of modernity, Augsburg, Germany
    Villa Schatzlmayr, Passau, Germany
    Villa Mauthe, Bahlingen, Germany

    The following statistics helped PHILIPPARCHITEKTEN Anna Philipp achieve 23rd place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    5

    Total Projects
    22

    22. KRESINGS

    © Roman Mensing

    KRESINGS is a studio for architecture, interior design, urban planning and product design with offices in Munster and Dusseldorf. Since its founding by Rainer Maria Kresing in 1985 four further partners joined the management: Kilian Kresing, Christian Kawe, Matthias Povel and André Perret. More than 60 employees — architects, designers, planners and engineers — guarantee a broad range of creative and qualified services. Experience meets creative ease.
    The studio has been awarded with national awards like those of the BDAand the DAM. KRESINGS: Experts and team players in areas of office and industrial buildings, facilities for research, education and culture as well as individual designs for residential buildings.
    Some of KRESINGS’ most prominent projects include:

    Student Residence Boeselagerstraße, Münster, Germany
    Headquarters Mitsubishi Electric Europe, Ratingen, Germany
    Petting Zoo, Öhringen, Germany
    Freiherr-vom-Stein-High-School, Münster, Germany
    Residential Building Hoher Heckenweg, Münster, Germany

    The following statistics helped KRESINGS achieve 22nd place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    5

    Total Projects
    33

    21. 3deluxe

    © 3deluxe

    The interdisciplinary design collective 3deluxe, consisting of about 30 individuals centered around Dieter Brell, Peter Seipp and Andreas and Stephan Lauhoff, has been creating groundbreaking impulses in the fields of architecture and interior design, graphic and media design.
    In creative synergy hybrid forms of two and three dimensional design are created: graphic works develop a spatial impact, while architectural drafts are based on communication principles. In this way, complex collages are contrived, so called ‚multilayered atmospheres‘, that foster multiple sensory experiences and allow for a multitude of potential interpretations. Paramount is the broadening of an absolute understanding of space and image towards a dynamic, processual approach.
    Some of 3deluxe’s most prominent projects include:

    V- Plaza Urban Development, Kaunas, Lithuania
    Kaffee Partner Headquarters, Osnabrück, Germany
    Butterfly Pavilion, Sharjah, United Arab Emirates
    Leonardo Glass Cube, Bad Driburg, Germany
    Cyberhelvetia

    The following statistics helped 3deluxe achieve 21st place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    2

    Featured Projects
    3

    Total Projects
    20

    20. Christoph Hesse Architects

    © Deimel und Wittmar

    Christoph Hesse Architects was founded in 2010 by Christoph Hesse, has offices in Korbach and, since 2018, in Berlin. The architectural practice currently employs an international team of 15 people and has won numerous awards.
    Some of Christoph Hesse Architects’ most prominent projects include:

    VITOS Outpatient psychiatric clinic for traumatized refugees, Korbach, Germany
    Villa F / the off-the-grid house in the central highlands of Germany, Medebach, Germany
    StrohTherme, Medebach, Germany
    Room of Silence, Korbach, Germany

    The following statistics helped Christoph Hesse Architects achieve 20th place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    2

    Featured Projects
    2

    Total Projects
    4

    19. Zeller & Moye

    © Zeller & Moye

    Zeller & Moye is a design studio based in Mexico City and Berlin that works at the intersection of architecture, arts, design and latest technology through an experimental, multidisciplinary and collaborative working culture.
    Some of Zeller & Moye’s most prominent projects include:

    HAUS KÖRIS, Brandenburg, Germany
    SANDRA WEIL Store, Mexico City, Mexico
    TROQUER FASHION HOUSE, Mexico City, Mexico
    CASA VERNE, Mexico City, Mexico
    CASA HILO, Mexico

    The following statistics helped Zeller & Moye achieve 19th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    5

    Total Projects
    12

    18. Ippolito Fleitz Group – Identity Architects

    © Ippolito Fleitz Group - Identity Architects

    Ippolito fleitz group is a multidisciplinary, internationally operating design studio based in Stuttgart.We are identity architects. We work in unison with our clients to develop architecture, products and communication that are part of a whole and yet distinctive in their own right. This is how we define identity.With meticulous analysis before we begin.With animated examination in the conceptional phase. With a clarity of argument in the act of persuasion.With a love of accuracy in the realisation.With a serious goal and a lot of fun along the way. Working together with our clients.As architects of identity, we conceive and construct buildings, interiors and landscapes; we develop products and communication measures.
    Some of Ippolito Fleitz Group – Identity Architects’ most prominent projects include:

    Das GERBER, Stuttgart, Germany
    Hunke – Jewellers and Opticians, Ludwigsburg, Germany
    Bella Italia Weine, Stuttgart, Germany
    ippolito fleitz group | Residential Building, Denkendorf, Germany
    WakuWaku Dammtor, Hamburg, Germany

    The following statistics helped Ippolito Fleitz Group - Identity Architects achieve 18th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    1

    Featured Projects
    4

    Total Projects
    26

    17. VON M

    © Zooey Braun

    VON M is an architecture and design firm based in Germany. VON M’s design portfolio includes a variety of architectural projects, such as cultural, residential, educational, commercial, hospitality and sport, and more.
    Some of VON M’s most prominent projects include:

    Museum Luthers Sterbehaus, Eisleben, Germany
    BHM Pavillon, Wolfegg, Germany
    Kinder- und Familienzentrum, Ludwigsburg, Germany
    Hotel Bauhofstrasse, Ludwigsburg, Germany
    HS77, Stuttgart, Germany

    The following statistics helped VON M achieve 17th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    6

    Total Projects
    11

    16. Plastique Fantastique

    © Plastique Fantastique

    Plastique Fantastique is a collective for temporary architecture that samples the performative possibilities of urban environments.
    Established in Berlin in 1999, Plastique Fantastique has been influenced by the unique circumstances that made the city a laboratory for temporary spaces. Plastique Fantastique’s synthetic structures affect surrounding spaces like a soap bubble does: Similar to a foreign body, it occupies and mutates urban space. Their interventions change the way we perceive and interact in urban environments. By mixing different landscape types, an osmotic passage between private and public space is generating new hybrid environments.Regardless the way people view a bubble, walk around its exterior or move inside it, the pneumatic structure is a medium to experience the same physical setting in a temporary extraordinary situation.
    Some of Plastique Fantastique’s most prominent projects include:

    LOUD SHADOWS, Terschelling, Netherlands
    Blurry Venice, Venice, Italy
    Aeropolis, Copenhagen, Denmark
    superKOLMEMEN, Helsinki, Finland
    MOBILE PPS for Doctors

    The following statistics helped Plastique Fantastique achieve 16th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    5

    Total Projects
    5

    15. 4a Architekten

    © 4a Architekten GmbH

    Shaping atmosphere, lending identity, creating quality of space — these are the values that characterize the buildings of 4a Architekten. The starting point and guiding principle of our work is the concept of architecture as living space. Our buildings come into being through intensive team work shaped by interdisciplinary thinking and action.
    What characterizes a location in terms of its culture and history? What are the client’s expectations and objectives? What is viable within the budget and what are the benefits for users? These questions and this approach bring us to solutions with an individual character — and they apply just as much to the planning of buildings as to the design of interior spaces.
    Some of 4a Architekten’s most prominent projects include:

    Therme Lindau on Lake Constance, Lindau, Germany
    Balingen Civic Hall, Balingen, Germany
    Emser Thermal Baths, Bad Ems, Germany
    Spreewald Spa Hotel, Burg, Germany
    Stegermatt Aquatic Centre, Offenburg, Germany

    The following statistics helped 4a Architekten achieve 15th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    7

    Total Projects
    15

    14. schneider+schumacher

    © schneider+schumacher / Frankfurt - Vienna - Tianjin

    Our architectural approach is characterized by the enjoyment we have in finding solutions to the complex demands of today’s buildings. We adapt our buildings to fit into their surroundings, yet we also create landmarks. Pragmatic poetry, nurtured not only by design clarity and a conscientious attitude towards the task in hand, but also by a delight in fine details.
    This design process is constantly informed by the dialogue that takes place on a daily basis between the various professional disciplines in all our specialized divisions – architecture, construction and project management, design, a.o. — and international offices.
    schneider+schumacher is headquartered in Frankfurt, and has two branches in Viennaand Tianjin.
    Some of schneider+schumacher’s most prominent projects include:

    Autobahn Church, Wilnsdorf, Germany
    Oil Harbour Bridge, Raunheim, Germany
    DOXX – Quayside Development at Mainz Customs Port, Mainz, Germany
    Städel Museum Extension, Frankfurt, Germany
    Siegerland Motorway Church, Wilnsdorf, Wilnsdorf, Germany

    The following statistics helped schneider+schumacher achieve 14th place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    1

    A+Awards Finalist
    2

    Featured Projects
    5

    Total Projects
    12

    13. ingenhoven associates

    © ingenhoven associates

    Celebrating 40 years of excellence since 1985, the studio is pioneer in sustainable architecture, designing and delivering projects of all sizes and typologies across nearly every region of the world, adhering to the highest green building standards, including LEED, Green Star, Minergie, BREEAM, DGNB and CASBEE. With a tailored approach to each location, the multinational, interdisciplinary team creates nuanced architectural solutions with added value and positive social impact.
    Some of ingenhoven associates’ most prominent projects include:

    Düsseldorfer Schauspielhaus, Düsseldorf, Germany
    Freiburg Town Hall, Freiburg, Germany
    Kö-Bogen 2, Düsseldorf, Germany
    Marina One, Singapore, Singapore
    Daniel Swarovski Corporation, Männedorf, Switzerland

    The following statistics helped ingenhoven associates achieve 13th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    2

    Featured Projects
    5

    Total Projects
    28

    12. gmp · Architects von Gerkan, Marg und Partner

    © HG Esch Photography

    The architects von Gerkan, Marg and Partnersare an architectural practice that was founded in Hamburg and has branches worldwide. With our generalist approach and more than 50 years of experience, we complete projects in dialogue with our clients and the participating planning disciplines, at all scales and cultural contexts, covering all design phases and working on all continents. The range of our projects extends from family residences to high-rise buildings, from stadiums to concert halls, from office buildings to bridges, and from door hardware to urban planning.
    With holistic sustainability in mind, we aim to create new and refurbished architecture that is long-lasting and goes beyond temporary fashions, taking into account the global challenges and issues of urbanization, digitalization, and mobility.
    Some of gmp · Architects von Gerkan, Marg und Partner’s most prominent projects include:

    Guna Villa, Jūrmala, Latvia
    Universiade 2011 Sports Center, Shenzhen, China
    Olympic Stadium, Kiev, Ukraine, Kyiv, Ukraine
    Olympic Stadium, Berlin, Germany
    Twin Towers, Commodity Exchange Plaza, Dalian, China

    The following statistics helped gmp · Architects von Gerkan, Marg und Partner achieve 12th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    8

    Total Projects
    36

    11. kadawittfeldarchitektur

    © kadawittfeldarchitektur

    We are kadawittfeldarchitektur. Originally founded in Aachen in 1999, we today stand for more than just architectural design. The interdisciplinary approach of our work, linking architecture, interior and product design on the one hand and at the interface of town planning and urban projects on the other hand, reflects the full range of our creative output.
    kadawittfeldarchitektur develops added value space. In a team of more than 170 persons, we create architecture with added value space for living, communication and work environments. In the way we deal with volumes, materials, structures and functions, we strive to integrate our schemes into their surroundings with the objective of creating contemporary and sustainable architecture and meeting the needs of both the users and the general public.
    Some of kadawittfeldarchitektur’s most prominent projects include:

    CELTIC MUSEUM, Glauburg, Germany
    ADIDAS LACES, Herzogenaurach, Germany
    SPZ, HALLEIN, Hallein, Austria
    SENIOR CITIZENS RESIDENCE ALTENMARKT, Altenmarkt im Pongau, Austria
    SALZBURG CENTRAL STATION, Salzburg, Austria

    The following statistics helped kadawittfeldarchitektur achieve 11th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    8

    Total Projects
    32

    10. GRAFT

    © GRAFT

    What is graft?
    The English word ‘graft’ provokes a variety of meanings and multiple readings. It stands for transplants in the field of medicine, for cheating, but also for hard work.  In the terminology of botany, grafting is described as the addition of one shoot onto a genetically different host.
    Some of GRAFT’s most prominent projects include:

    Ice Stadion “Arena Schierke”, Wernigerode, Germany
    Show Palace Munich, Munich, Germany
    Autostadt Roof and Service Pavilion, Wolfsburg, Germany
    Eiswerk, Berlin, Germany
    Villa M , Berlin, Germany

    The following statistics helped GRAFT achieve 10th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    2

    Featured Projects
    7

    Total Projects
    17

    9. HENN

    © HENN

    HENN is an international architecture studio with over 75 years of experience in designing innovative work environments across office, science, healthcare, industry, education, and culture. An interdisciplinary team of 400 professionals works from offices in Munich, Berlin, Frankfurt am Main, and Shanghai.
    The design process is collaborative and driven by curiosity. HENN draws from the rich expertise of three generations and a global network of partners. All three generations share a common mindset: openness and curiosity. This spirit drives the studio to continuously question and redefine architectural typologies.
    HENN was founded in 1947 by Walter Henn in Dresden. Early on, he specialized in industrial buildings and played a key role in establishing the Braunschweig School through his academic work.
    Some of HENN’s most prominent projects include:

    Porsche Pavilion, Wolfsburg, Germany
    Zalando Headquarters Berlin, Berlin, Germany
    Bugatti Atelier, Molsheim, France
    MobileLife Campus, Wolfsburg, Germany
    The CUBE, Dresden, Germany

    The following statistics helped HENN achieve 9th place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    2

    A+Awards Finalist
    2

    Featured Projects
    6

    Total Projects
    30

    8. Auer Weber

    © Aldo Amoretti Photography

    Founded in 1980, we are an internationally active architectural firm with offices in Stuttgart and Munich. We employ around 150 people from 20 countries and work on projects of various sizes and tasks from initial design through to completion. Each year, we create entries for between 30 and 40 competitions in our two offices, from which we generate a large proportion of our orders. These range from buildings for the community to educational and administrative buildings, sports and leisure facilities and large infrastructure projects.
    The diversity of our architecture is the result of in-depth study of the building tasks and where these tasks originate.
    Some of Auer Weber’s most prominent projects include:

    Aquatic Centre “Aquamotion” Courchevel , Saint-Bon-Tarentaise, France
    Arena du Pays d’Aix, Aix-en-Provence, France
    Extension of the District Office in Starnberg, Starnberg, Germany
    ESO Headquarters Extension, Garching, Germany
    Olympic Aquatics Stadium, Route de Torcy, France

    The following statistics helped Auer Weber achieve 8th place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    2

    A+Awards Finalist
    1

    Featured Projects
    9

    Total Projects
    24

    7. Peter Ruge Architekten

    © Peter Ruge Architekten GmbH

    Identity+Sustainability=Architecture
    Peter Ruge Architekten is a locally and internationally active planning office based in Berlin. Our mission is simple: to develop and build sustainable architecture of the future. The agenda of the team along with three partners Peter Ruge, Kayoko Uchiyama and Matthias Matschewski includes new buildings, optimization of existing properties and urban planning designs.
    The projects are holistic, i.e. adapted to the climate, culture and needs of the users, and have received numerous awards and certifications. Our detailed understanding of sustainable design processes supports the decisions of our clients. In education field, Prof. Ruge shares our knowledge with a global design community at DIA, Anhalt University of Applied Sciences in Dessau, Shenyang Jianzhu University in China and Kyoto Seika University in Japan.
    Some of Peter Ruge Architekten’s most prominent projects include:

    Busan Opera House, South Korea, Busan, South Korea
    Congress Center Hangzhou, Hangzhou, China
    House O, Germany, Potsdam-Mittelmark, Germany
    LTD_1 Hamburg, Germany, Hamburg, Germany
    Muzeum Lotnictwa Krakow, Poland

    The following statistics helped Peter Ruge Architekten achieve 7th place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    12

    Total Projects
    18

    6. HPP Architects

    © Christa Lachenmaier Photography

    HPP Architects is one of Europe’s leading architectural partnerships with a full range of architectural and master planning services. Since its foundation by Professor Hentrich, the 4th generation of HPP partnership today includes a global team of more than 25 nationalities and 480 architects, engineers, urban designers and specialists. Today it comprises 13 offices including 8 regional offices in Germany and 5 international branches in Turkey, China and Netherlands.
    HPP Architects’ headquarter is located in the Düsseldorf Media Harbor, further offices are located in Amsterdam, Beijing, Berlin, Cologne, Frankfurt, Hamburg, Istanbul, Leipzig, Munich, Shanghai, Shenzhen and Stuttgart. HPP completed more than 1200 buildings worldwide and aspires to create architectural quality of lasting value beyond the here and now: timeless and yet clearly part of their time, innovative and equally grounded in history.
    Some of HPP Architects’s most prominent projects include:

    LVM 5 , Münster, Germany
    Medical Library Oasis, Düsseldorf, Germany
    Hochschule Ruhr West, Mülheim, Germany
    Henkel Asia-Pacific and China Headquarters, Shanghai, China
    Dreischeibenhaus, Düsseldorf, Germany

    The following statistics helped HPP Architects achieve 6th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    3

    Featured Projects
    12

    Total Projects
    25

    5. Behnisch Architekten

    © David Matthiessen

    The Stuttgart-based practice known today as Behnisch Architekten was founded in 1989 under the leadership of Stefan Behnisch. Originally established as a branch office of Günter Behnisch’s practice Behnisch & Partner, it became independent in 1991 and has subsequently developed into an international practice with offices in Stuttgart, Munich, Los Angeles/California, and Boston. These offices are directed by Stefan Behnisch and his partners in varying combinations. The Partners are Robert Hösle, Robert Matthew Noblett and Stefan Rappold. Stefan Behnisch is involved in all three offices.
    From the outset, the social dimension of architecture has been a fundamental aspect of the firm’s design philosophy.
    Some of Behnisch Architekten’s most prominent projects include:

    SC Workplaces, California
    City of Santa Monica Public Parking Structure #6, Santa Monica, California
    Primary School Infanteriestrasse, München, Germany
    Harvard University Science and Engineering Complex, Boston, Massachusetts
    John and Frances Angelos Law Center, University of Baltimore, Baltimore, Maryland

    The following statistics helped Behnisch Architekten achieve 5th place in the 30 Best Architecture Firms in Germany:

    A+Awards Finalist
    9

    Featured Projects
    8

    Total Projects
    24

    4. wulf architekten

    © Tobias Vollmer

    wulf architekten emerged from the architecture practice established 1987 in Stuttgart by Tobias Wulf. Currently the office is managed by Tobias Wulf, Jan-Michael Kallfaß, Ingmar Menzer and Steffen Vogt. From 1996 to 2018, Kai Bierich and Alexander Vohl were partners of Tobias Wulf at wulf architekten. Currently, the company has about 140 employees, nine of them being senior architects. With three office locations – Stuttgart, Berlin and Basel– wulf architekten is also working on projects abroad.
    Some of wulf architekten’s most prominent projects include:

    Parking Garage Facade P22a at the Cologne Exhibition Centre, Cologne, Germany
    Four primary schools in modular design, Munich, Germany
    School Center North, Stuttgart, Germany
    Canteen and Media Center for North vocational school center, Darmstadt, Germany
    Chamber of Industry and Commerce, headquarters, Stuttgart, Germany

    The following statistics helped wulf architekten achieve 4th place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    1

    A+Awards Finalist
    1

    Featured Projects
    11

    Total Projects
    18

    3. TCHOBAN VOSS Architekten

    © TCHOBAN VOSS Architekten GmbH

    TCHOBAN VOSS Architekten design, plan and build for national and international clients in the public and private sectors. The company, with offices in Hamburg, Berlin and Dresden, is named after Sergei Tchoban, architect BDA, and his partner Ekkehard Voss, architect BDA.
    With over 150 highly qualified, interdisciplinary employees and many years of experience, it offers architecturally and functionally sustainable solutions for a wide range of building projects in Germany and abroad. TCHOBAN VOSS Architekten is member of the Association of German Architects, the Chambers of Architects in Hamburg, Berlin and Saxony, the Förderverein Bundesstiftung Baukultur e.V. as well as of the European Architects Network.
    Some of TCHOBAN VOSS Architekten’s most prominent projects include:

    EDGE Suedkreuz Berlin, Berlin, Germany
    SKF Test Centre for large-scale bearings, Schweinfurt, Germany
    Seestraße, Berlin, Berlin, Germany
    Koenigstadt-Quartier, Berlin, Germany
    EMBASSY – Living alongside Koellnischer Park, Berlin, Berlin, Germany

    The following statistics helped TCHOBAN VOSS Architekten achieve 3rd place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    1

    A+Awards Finalist
    6

    Featured Projects
    12

    Total Projects
    29

    2. Barkow Leibinger

    © Barkow Leibinger

    The scope of Barkow Leibinger’s work spans from cultural projects to industrial ones. Their focus on industrial architecture includes master planning and building representational and functional buildings for production, logistical and office spaces.
    Some of Barkow Leibinger’s most prominent projects include:

    Production Hall Trumpf, Hettingen, Germany
    Stadthaus M1 – Green City Hotel, Freiburg, Germany
    Harvard ArtLab, Boston, Massachusetts
    Production Hall, Grüsch, Switzerland
    Fraunhofer Research Campus, Waischenfeld, Germany

    The following statistics helped Barkow Leibinger achieve 2nd place in the 30 Best Architecture Firms in Germany:

    Featured Projects
    12

    Total Projects
    17

    1. J.MAYER.H

    © J.MAYER.H

    J. MAYER H’s studio, focuses on works at the intersection of architecture, communication and new technology. From urban planning schemes and buildings to installation work and objects with new materials, the relationship between the human body, technology and nature form the background for a new production of space.
    Some of J.MAYER.H’s most prominent projects include:

    MIAMI MUSEUM GARAGE, Miami, Florida
    n.n. Residence, Moscow, Russia
    Hasselt Court House , Hasselt, Belgium
    Highway Rest Stops, Tbilisi, Georgia
    Rest Stops, Gori, Georgia
    Featured image: Tram Stops, Kehl, Germany

    The following statistics helped J.MAYER.H achieve 1st place in the 30 Best Architecture Firms in Germany:

    A+Awards Winner
    5

    A+Awards Finalist
    3

    Featured Projects
    19

    Total Projects
    30

    Why Should I Trust Architizer’s Ranking?
    With more than 30,000 architecture firms and over 130,000 projects within its database, Architizer is proud to host the world’s largest online community of architects and building product manufacturers. Its celebrated A+Awards program is also the largest celebration of architecture and building products, with more than 400 jurors and hundreds of thousands of public votes helping to recognize the world’s best architecture each year.
    Architizer also powers firm directories for a number of AIAChapters nationwide, including the official directory of architecture firms for AIA New York.
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    A Guide to Project Awards
    The blue “+” badge denotes that a project has won a prestigious A+Award as described above. Hovering over the badge reveals details of the award, including award category, year, and whether the project won the jury or popular choice award.
    The orange Project of the Day and yellow Featured Project badges are awarded by Architizer’s Editorial team, and are selected based on a number of factors. The following factors increase a project’s likelihood of being featured or awarded Project of the Day status:

    Project completed within the last 3 years
    A well written, concise project description of at least 3 paragraphs
    Architectural design with a high level of both functional and aesthetic value
    High quality, in focus photographs
    At least 8 photographs of both the interior and exterior of the building
    Inclusion of architectural drawings and renderings
    Inclusion of construction photographs

    There are 7 Projects of the Day each week and a further 31 Featured Projects. Each Project of the Day is published on Facebook, Twitter and Instagram Stories, while each Featured Project is published on Facebook. Each Project of the Day also features in Architizer’s Weekly Projects Newsletter and shared with 170,000 subscribers.
     

     
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    The post 30 Best Architecture and Design Firms in Germany appeared first on Journal.
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    30 Best Architecture and Design Firms in Germany
    These annual rankings were last updated on June 6, 2025. Want to see your firm on next year’s list? Continue reading for more on how you can improve your studio’s ranking. Traversing the German nation, one will encounter a similar historic program to other European capitals — Romanesque churches, Renaissance monuments and more — blended with functionalist and modernist structures. Early twenty-first-century Germany gave rise to the thriving Bauhaus. Founded by Walter Gropius, this school introduced brand-new architectural thinking, an ideology rooted in function, clarity and mass production. Materials like concrete and glass were favored, socially progressive housing blocks were constructed, and a newfound appreciation for modernism emerged. The spirit of the great Bauhaus teachers — Mies van der Rohe, for example — vigorously lives on and inspires contemporary designers today. Additionally, modern industrial architecture took off post-war and has played a prominent role in the nation’s economic growth, continuing to do so today. The architectural devastation from WWII resulted in mass reconstruction efforts. The post-war restoration and rebuilding embraced a functional attitude, which continued the legacy of the Bauhaus movement despite its closing over a decade prior. Today, German architecture continues to champion the nation’s modernist brilliance through innovative designs that push technological boundaries and celebrate culture. With so many architecture firms to choose from, it’s challenging for clients to identify the industry leaders that will be an ideal fit for their project needs. Fortunately, Architizer is able to provide guidance on the top design firms in Germany based on more than a decade of data and industry knowledge. How are these architecture firms ranked? The following ranking has been created according to key statistics that demonstrate each firm’s level of architectural excellence. The following metrics have been accumulated to establish each architecture firm’s ranking, in order of priority: The number of A+Awards wonThe number of A+Awards finalistsThe number of projects selected as “Project of the Day”The number of projects selected as “Featured Project”The number of projects uploaded to ArchitizerEach of these metrics is explained in more detail at the foot of this article. This ranking list will be updated annually, taking into account new achievements of Germany architecture firms throughout the year. Without further ado, here are the 30 best architecture firms in Germany: 30. Format Elf Architekten © Format Elf Architekten Simple and touching. Format Elf Architekten is an architecture firm that focuses on residential architecture. Some of Format Elf Architekten’s most prominent projects include: Longhouses, Bad Birnbach, Germany FORMSTELLE, Töging am Inn, Germany House B, Munich, Germany Die Basis, Munich, Germany The following statistics helped Format Elf Architekten achieve 30th place in the 30 Best Architecture Firms in Germany: Featured Projects 1 Total Projects 4 29. Bruzkus Batek Architects © Jens Bösenberg | Whitelight Studio GmbH BRUZKUS BATEK Since 2007, this internationally active office specialised in designing hotels, offices, shops, restaurants and private housing – and particularly in the detailing of high-quality interiors. After 10 successful years, it is time for a change. As of 2018, Bruzkus Batek is splitting into BATEK ARCHITECTS and ESTER BRUZKUS ARCHITECTS. Some of Bruzkus Batek Architects’ most prominent projects include: Razorfish, Berlin, Germany Office Ester Bruzkus Architekten, Berlin, Germany Colette Tim Raue Munich, Munich, Germany Apartment PP, Berlin, Germany Dean, Berlin, Germany The following statistics helped Bruzkus Batek Architects achieve 29th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 3 Total Projects 28 28. Ester Bruzkus Architekten © Ester Bruzkus Architekten Founded in 2002 in Berlin, Ester Bruzkus Architekten is an architecture and interior design practice with global ties: Berlin, New York, Paris, Tel Aviv, Boston, Dubai, Moscow, Vladivostok, Tenerife. We have extensive experience with design at many scales: from the design of tables and furniture to exquisite residences and workspaces to international theaters, restaurants and hotels. Straight lines, precise planning, material contrasts – and plenty of surprises. The architecture of Ester Bruzkus and her team makes use of contrasts of thick and thin, sharp and soft, curved and straight, rough and smooth, common and opulent, colorful and restrained, playful and well-resolved. Special projects result from a dialogue of space and light, materiality and color, existing constraints and new opportunities – and especially a synergy between the needs of the client, the space and the aspirations of great design. Some of Ester Bruzkus Architekten’s most prominent projects include: Razorfish, Berlin, Germany Office Ester Bruzkus Architekten, Berlin, Germany Colette Tim Raue Munich, Munich, Germany Apartment PP, Berlin, Germany Dean, Berlin, Germany The following statistics helped Ester Bruzkus Architekten achieve 28th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 3 Total Projects 34 27. Architekten Wannenmacher + Möller © Architekten Wannenmacher + Möller GmbH Architects Wannenmacher + Möller, based in Bielefeld Germany, has been in practice for almost 60 years. Today the office is run by second generation Andreas Wannenmacher and Hans-Heinrich Möller. It was founded by Gregor Wannenmacher in Düsseldorf, Germany in 1955. Over the years the office grew continuously and became one of the largest architectural firms in the German region Eastern Westfalia. Most of the activities were focused in this region. During the last years, however, the office had the opportunity to design buildings and control their realization outside this region, some of them in foreign countries throughout Europe, Asia, and the USA. Some of Architekten Wannenmacher + Möller’s most prominent projects include: Ford Hagemeier Halle , Germany Wohnhaus Möllmann, Bielefeld, Germany House P+G, Weinheim, Germany House in Paderborn, Paderborn, Germany Borchen Sports Hall, Borchen, Germany The following statistics helped Architekten Wannenmacher + Möller achieve 27th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 4 Total Projects 14 26. Design.Develop.Build – GA Tech | PBSA | RWTH © Design.Develop.Build - GA Tech | PBSA | RWTH Students from the Georgia Institute of Technology, RWTH Aachen University and PBSA Düsseldorf design, develop and build civic architecture. Some of Design.Develop.Build’s most prominent projects include: Guga S’Thebe Children’s Theatre, Cape Town, South Africa The following statistics helped Design.Develop.Build achieve 26th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 1 Featured Projects 1 Total Projects 1 25. Ecker Architekten © Ecker Architekten Ecker Architekten is an architecture and design firm based in Germany. Ecker Architekten’s design portfolio includes a variety of architectural projects, such as cultural, commercial, government and health, educational, and more. Some of Ecker Architekten’s most prominent projects include: The Forum at Eckenberg Gymnasium, Adelsheim, Germany Field Chapel, Buchen, Germany Kindergarten Dandelion Clock, Germany Kanzlei Balkenhol, BW, Germany Branch Bank in Hettingen, Hettingen, Germany The following statistics helped Ecker Architekten achieve 25th place in the 30 Best Architecture Firms in Germany: Featured Projects 4 Total Projects 8 24. Sehw Architektur © Helin Bereket “Sehw stands for meaningfulness, emotion, attitude and change.” Our mission: building architecture sustainably, thinking innovatively and creating social added value. “Sehw stands for an aesthetic of sustainability in architecture.” // Sustainability // Acting sustainably We are not just planning for today but for the generation of tomorrow and beyond. For us, sustainable architecture means forward-looking planning and the development of future-proof utilization concepts. In times of rapid climate change, we are committed to resource-conserving construction methods and the use of renewable energies. Recyclable building materials and circular economy are the basis for a long life cycle and corresponding sustainability certifications of our buildings. We value and protect existing structures and materials. Some of Sehw Architektur’s most prominent projects include: KIT, Karlsruhe, Germany Weitblick Innovation Campus, Augsburg, Germany Inclusive School Centre Döbern, Döbern, Germany The Copper Coil, Rostock, Germany Around the Corner – Student Apartment Building, Berlin, Germany The following statistics helped Sehw Architektur achieve 24th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 18 23. PHILIPPARCHITEKTEN Anna Philipp © PHILIPPARCHITEKTEN Anna Philipp A passion for houses. There’s nothing more significant to describe what our architecture office is about: houses — simple, yet complex. The archetype of all construction is our passion. That’s what we stand for. On this we work holistically with a team of architects and engineers. Center of our designing is the human being. We understand architecture as a second skin, which must be tailored. At the same time it’s essential to reflect the unique character of the location. The goal is a harmonious triad of mankind, nature and architecture. The focus and specialization on houses and villas is faced by a wide diversification in the range of services offered. Some of PHILIPPARCHITEKTEN Anna Philipp’s most prominent projects include: Villa Philipp, Waldenburg, Germany Villa Lombardo, Lugano, Switzerland A monastery of modernity, Augsburg, Germany Villa Schatzlmayr, Passau, Germany Villa Mauthe, Bahlingen, Germany The following statistics helped PHILIPPARCHITEKTEN Anna Philipp achieve 23rd place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 22 22. KRESINGS © Roman Mensing KRESINGS is a studio for architecture, interior design, urban planning and product design with offices in Munster and Dusseldorf. Since its founding by Rainer Maria Kresing in 1985 four further partners joined the management: Kilian Kresing, Christian Kawe, Matthias Povel and André Perret. More than 60 employees — architects, designers, planners and engineers — guarantee a broad range of creative and qualified services. Experience meets creative ease. The studio has been awarded with national awards like those of the BDAand the DAM. KRESINGS: Experts and team players in areas of office and industrial buildings, facilities for research, education and culture as well as individual designs for residential buildings. Some of KRESINGS’ most prominent projects include: Student Residence Boeselagerstraße, Münster, Germany Headquarters Mitsubishi Electric Europe, Ratingen, Germany Petting Zoo, Öhringen, Germany Freiherr-vom-Stein-High-School, Münster, Germany Residential Building Hoher Heckenweg, Münster, Germany The following statistics helped KRESINGS achieve 22nd place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 33 21. 3deluxe © 3deluxe The interdisciplinary design collective 3deluxe, consisting of about 30 individuals centered around Dieter Brell, Peter Seipp and Andreas and Stephan Lauhoff, has been creating groundbreaking impulses in the fields of architecture and interior design, graphic and media design. In creative synergy hybrid forms of two and three dimensional design are created: graphic works develop a spatial impact, while architectural drafts are based on communication principles. In this way, complex collages are contrived, so called ‚multilayered atmospheres‘, that foster multiple sensory experiences and allow for a multitude of potential interpretations. Paramount is the broadening of an absolute understanding of space and image towards a dynamic, processual approach. Some of 3deluxe’s most prominent projects include: V- Plaza Urban Development, Kaunas, Lithuania Kaffee Partner Headquarters, Osnabrück, Germany Butterfly Pavilion, Sharjah, United Arab Emirates Leonardo Glass Cube, Bad Driburg, Germany Cyberhelvetia The following statistics helped 3deluxe achieve 21st place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 3 Total Projects 20 20. Christoph Hesse Architects © Deimel und Wittmar Christoph Hesse Architects was founded in 2010 by Christoph Hesse, has offices in Korbach and, since 2018, in Berlin. The architectural practice currently employs an international team of 15 people and has won numerous awards. Some of Christoph Hesse Architects’ most prominent projects include: VITOS Outpatient psychiatric clinic for traumatized refugees, Korbach, Germany Villa F / the off-the-grid house in the central highlands of Germany, Medebach, Germany StrohTherme, Medebach, Germany Room of Silence, Korbach, Germany The following statistics helped Christoph Hesse Architects achieve 20th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 Featured Projects 2 Total Projects 4 19. Zeller & Moye © Zeller & Moye Zeller & Moye is a design studio based in Mexico City and Berlin that works at the intersection of architecture, arts, design and latest technology through an experimental, multidisciplinary and collaborative working culture. Some of Zeller & Moye’s most prominent projects include: HAUS KÖRIS, Brandenburg, Germany SANDRA WEIL Store, Mexico City, Mexico TROQUER FASHION HOUSE, Mexico City, Mexico CASA VERNE, Mexico City, Mexico CASA HILO, Mexico The following statistics helped Zeller & Moye achieve 19th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 12 18. Ippolito Fleitz Group – Identity Architects © Ippolito Fleitz Group - Identity Architects Ippolito fleitz group is a multidisciplinary, internationally operating design studio based in Stuttgart.We are identity architects. We work in unison with our clients to develop architecture, products and communication that are part of a whole and yet distinctive in their own right. This is how we define identity.With meticulous analysis before we begin.With animated examination in the conceptional phase. With a clarity of argument in the act of persuasion.With a love of accuracy in the realisation.With a serious goal and a lot of fun along the way. Working together with our clients.As architects of identity, we conceive and construct buildings, interiors and landscapes; we develop products and communication measures. Some of Ippolito Fleitz Group – Identity Architects’ most prominent projects include: Das GERBER, Stuttgart, Germany Hunke – Jewellers and Opticians, Ludwigsburg, Germany Bella Italia Weine, Stuttgart, Germany ippolito fleitz group | Residential Building, Denkendorf, Germany WakuWaku Dammtor, Hamburg, Germany The following statistics helped Ippolito Fleitz Group - Identity Architects achieve 18th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 4 Total Projects 26 17. VON M © Zooey Braun VON M is an architecture and design firm based in Germany. VON M’s design portfolio includes a variety of architectural projects, such as cultural, residential, educational, commercial, hospitality and sport, and more. Some of VON M’s most prominent projects include: Museum Luthers Sterbehaus, Eisleben, Germany BHM Pavillon, Wolfegg, Germany Kinder- und Familienzentrum, Ludwigsburg, Germany Hotel Bauhofstrasse, Ludwigsburg, Germany HS77, Stuttgart, Germany The following statistics helped VON M achieve 17th place in the 30 Best Architecture Firms in Germany: Featured Projects 6 Total Projects 11 16. Plastique Fantastique © Plastique Fantastique Plastique Fantastique is a collective for temporary architecture that samples the performative possibilities of urban environments. Established in Berlin in 1999, Plastique Fantastique has been influenced by the unique circumstances that made the city a laboratory for temporary spaces. Plastique Fantastique’s synthetic structures affect surrounding spaces like a soap bubble does: Similar to a foreign body, it occupies and mutates urban space. Their interventions change the way we perceive and interact in urban environments. By mixing different landscape types, an osmotic passage between private and public space is generating new hybrid environments.Regardless the way people view a bubble, walk around its exterior or move inside it, the pneumatic structure is a medium to experience the same physical setting in a temporary extraordinary situation. Some of Plastique Fantastique’s most prominent projects include: LOUD SHADOWS, Terschelling, Netherlands Blurry Venice, Venice, Italy Aeropolis, Copenhagen, Denmark superKOLMEMEN, Helsinki, Finland MOBILE PPS for Doctors The following statistics helped Plastique Fantastique achieve 16th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 5 15. 4a Architekten © 4a Architekten GmbH Shaping atmosphere, lending identity, creating quality of space — these are the values that characterize the buildings of 4a Architekten. The starting point and guiding principle of our work is the concept of architecture as living space. Our buildings come into being through intensive team work shaped by interdisciplinary thinking and action. What characterizes a location in terms of its culture and history? What are the client’s expectations and objectives? What is viable within the budget and what are the benefits for users? These questions and this approach bring us to solutions with an individual character — and they apply just as much to the planning of buildings as to the design of interior spaces. Some of 4a Architekten’s most prominent projects include: Therme Lindau on Lake Constance, Lindau, Germany Balingen Civic Hall, Balingen, Germany Emser Thermal Baths, Bad Ems, Germany Spreewald Spa Hotel, Burg, Germany Stegermatt Aquatic Centre, Offenburg, Germany The following statistics helped 4a Architekten achieve 15th place in the 30 Best Architecture Firms in Germany: Featured Projects 7 Total Projects 15 14. schneider+schumacher © schneider+schumacher / Frankfurt - Vienna - Tianjin Our architectural approach is characterized by the enjoyment we have in finding solutions to the complex demands of today’s buildings. We adapt our buildings to fit into their surroundings, yet we also create landmarks. Pragmatic poetry, nurtured not only by design clarity and a conscientious attitude towards the task in hand, but also by a delight in fine details. This design process is constantly informed by the dialogue that takes place on a daily basis between the various professional disciplines in all our specialized divisions – architecture, construction and project management, design, a.o. — and international offices. schneider+schumacher is headquartered in Frankfurt, and has two branches in Viennaand Tianjin. Some of schneider+schumacher’s most prominent projects include: Autobahn Church, Wilnsdorf, Germany Oil Harbour Bridge, Raunheim, Germany DOXX – Quayside Development at Mainz Customs Port, Mainz, Germany Städel Museum Extension, Frankfurt, Germany Siegerland Motorway Church, Wilnsdorf, Wilnsdorf, Germany The following statistics helped schneider+schumacher achieve 14th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 2 Featured Projects 5 Total Projects 12 13. ingenhoven associates © ingenhoven associates Celebrating 40 years of excellence since 1985, the studio is pioneer in sustainable architecture, designing and delivering projects of all sizes and typologies across nearly every region of the world, adhering to the highest green building standards, including LEED, Green Star, Minergie, BREEAM, DGNB and CASBEE. With a tailored approach to each location, the multinational, interdisciplinary team creates nuanced architectural solutions with added value and positive social impact. Some of ingenhoven associates’ most prominent projects include: Düsseldorfer Schauspielhaus, Düsseldorf, Germany Freiburg Town Hall, Freiburg, Germany Kö-Bogen 2, Düsseldorf, Germany Marina One, Singapore, Singapore Daniel Swarovski Corporation, Männedorf, Switzerland The following statistics helped ingenhoven associates achieve 13th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 5 Total Projects 28 12. gmp · Architects von Gerkan, Marg und Partner © HG Esch Photography The architects von Gerkan, Marg and Partnersare an architectural practice that was founded in Hamburg and has branches worldwide. With our generalist approach and more than 50 years of experience, we complete projects in dialogue with our clients and the participating planning disciplines, at all scales and cultural contexts, covering all design phases and working on all continents. The range of our projects extends from family residences to high-rise buildings, from stadiums to concert halls, from office buildings to bridges, and from door hardware to urban planning. With holistic sustainability in mind, we aim to create new and refurbished architecture that is long-lasting and goes beyond temporary fashions, taking into account the global challenges and issues of urbanization, digitalization, and mobility. Some of gmp · Architects von Gerkan, Marg und Partner’s most prominent projects include: Guna Villa, Jūrmala, Latvia Universiade 2011 Sports Center, Shenzhen, China Olympic Stadium, Kiev, Ukraine, Kyiv, Ukraine Olympic Stadium, Berlin, Germany Twin Towers, Commodity Exchange Plaza, Dalian, China The following statistics helped gmp · Architects von Gerkan, Marg und Partner achieve 12th place in the 30 Best Architecture Firms in Germany: Featured Projects 8 Total Projects 36 11. kadawittfeldarchitektur © kadawittfeldarchitektur We are kadawittfeldarchitektur. Originally founded in Aachen in 1999, we today stand for more than just architectural design. The interdisciplinary approach of our work, linking architecture, interior and product design on the one hand and at the interface of town planning and urban projects on the other hand, reflects the full range of our creative output. kadawittfeldarchitektur develops added value space. In a team of more than 170 persons, we create architecture with added value space for living, communication and work environments. In the way we deal with volumes, materials, structures and functions, we strive to integrate our schemes into their surroundings with the objective of creating contemporary and sustainable architecture and meeting the needs of both the users and the general public. Some of kadawittfeldarchitektur’s most prominent projects include: CELTIC MUSEUM, Glauburg, Germany ADIDAS LACES, Herzogenaurach, Germany SPZ, HALLEIN, Hallein, Austria SENIOR CITIZENS RESIDENCE ALTENMARKT, Altenmarkt im Pongau, Austria SALZBURG CENTRAL STATION, Salzburg, Austria The following statistics helped kadawittfeldarchitektur achieve 11th place in the 30 Best Architecture Firms in Germany: Featured Projects 8 Total Projects 32 10. GRAFT © GRAFT What is graft? The English word ‘graft’ provokes a variety of meanings and multiple readings. It stands for transplants in the field of medicine, for cheating, but also for hard work.  In the terminology of botany, grafting is described as the addition of one shoot onto a genetically different host. Some of GRAFT’s most prominent projects include: Ice Stadion “Arena Schierke”, Wernigerode, Germany Show Palace Munich, Munich, Germany Autostadt Roof and Service Pavilion, Wolfsburg, Germany Eiswerk, Berlin, Germany Villa M , Berlin, Germany The following statistics helped GRAFT achieve 10th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 7 Total Projects 17 9. HENN © HENN HENN is an international architecture studio with over 75 years of experience in designing innovative work environments across office, science, healthcare, industry, education, and culture. An interdisciplinary team of 400 professionals works from offices in Munich, Berlin, Frankfurt am Main, and Shanghai. The design process is collaborative and driven by curiosity. HENN draws from the rich expertise of three generations and a global network of partners. All three generations share a common mindset: openness and curiosity. This spirit drives the studio to continuously question and redefine architectural typologies. HENN was founded in 1947 by Walter Henn in Dresden. Early on, he specialized in industrial buildings and played a key role in establishing the Braunschweig School through his academic work. Some of HENN’s most prominent projects include: Porsche Pavilion, Wolfsburg, Germany Zalando Headquarters Berlin, Berlin, Germany Bugatti Atelier, Molsheim, France MobileLife Campus, Wolfsburg, Germany The CUBE, Dresden, Germany The following statistics helped HENN achieve 9th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 2 Featured Projects 6 Total Projects 30 8. Auer Weber © Aldo Amoretti Photography Founded in 1980, we are an internationally active architectural firm with offices in Stuttgart and Munich. We employ around 150 people from 20 countries and work on projects of various sizes and tasks from initial design through to completion. Each year, we create entries for between 30 and 40 competitions in our two offices, from which we generate a large proportion of our orders. These range from buildings for the community to educational and administrative buildings, sports and leisure facilities and large infrastructure projects. The diversity of our architecture is the result of in-depth study of the building tasks and where these tasks originate. Some of Auer Weber’s most prominent projects include: Aquatic Centre “Aquamotion” Courchevel , Saint-Bon-Tarentaise, France Arena du Pays d’Aix, Aix-en-Provence, France Extension of the District Office in Starnberg, Starnberg, Germany ESO Headquarters Extension, Garching, Germany Olympic Aquatics Stadium, Route de Torcy, France The following statistics helped Auer Weber achieve 8th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 1 Featured Projects 9 Total Projects 24 7. Peter Ruge Architekten © Peter Ruge Architekten GmbH Identity+Sustainability=Architecture Peter Ruge Architekten is a locally and internationally active planning office based in Berlin. Our mission is simple: to develop and build sustainable architecture of the future. The agenda of the team along with three partners Peter Ruge, Kayoko Uchiyama and Matthias Matschewski includes new buildings, optimization of existing properties and urban planning designs. The projects are holistic, i.e. adapted to the climate, culture and needs of the users, and have received numerous awards and certifications. Our detailed understanding of sustainable design processes supports the decisions of our clients. In education field, Prof. Ruge shares our knowledge with a global design community at DIA, Anhalt University of Applied Sciences in Dessau, Shenyang Jianzhu University in China and Kyoto Seika University in Japan. Some of Peter Ruge Architekten’s most prominent projects include: Busan Opera House, South Korea, Busan, South Korea Congress Center Hangzhou, Hangzhou, China House O, Germany, Potsdam-Mittelmark, Germany LTD_1 Hamburg, Germany, Hamburg, Germany Muzeum Lotnictwa Krakow, Poland The following statistics helped Peter Ruge Architekten achieve 7th place in the 30 Best Architecture Firms in Germany: Featured Projects 12 Total Projects 18 6. HPP Architects © Christa Lachenmaier Photography HPP Architects is one of Europe’s leading architectural partnerships with a full range of architectural and master planning services. Since its foundation by Professor Hentrich, the 4th generation of HPP partnership today includes a global team of more than 25 nationalities and 480 architects, engineers, urban designers and specialists. Today it comprises 13 offices including 8 regional offices in Germany and 5 international branches in Turkey, China and Netherlands. HPP Architects’ headquarter is located in the Düsseldorf Media Harbor, further offices are located in Amsterdam, Beijing, Berlin, Cologne, Frankfurt, Hamburg, Istanbul, Leipzig, Munich, Shanghai, Shenzhen and Stuttgart. HPP completed more than 1200 buildings worldwide and aspires to create architectural quality of lasting value beyond the here and now: timeless and yet clearly part of their time, innovative and equally grounded in history. Some of HPP Architects’s most prominent projects include: LVM 5 , Münster, Germany Medical Library Oasis, Düsseldorf, Germany Hochschule Ruhr West, Mülheim, Germany Henkel Asia-Pacific and China Headquarters, Shanghai, China Dreischeibenhaus, Düsseldorf, Germany The following statistics helped HPP Architects achieve 6th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 3 Featured Projects 12 Total Projects 25 5. Behnisch Architekten © David Matthiessen The Stuttgart-based practice known today as Behnisch Architekten was founded in 1989 under the leadership of Stefan Behnisch. Originally established as a branch office of Günter Behnisch’s practice Behnisch & Partner, it became independent in 1991 and has subsequently developed into an international practice with offices in Stuttgart, Munich, Los Angeles/California, and Boston. These offices are directed by Stefan Behnisch and his partners in varying combinations. The Partners are Robert Hösle, Robert Matthew Noblett and Stefan Rappold. Stefan Behnisch is involved in all three offices. From the outset, the social dimension of architecture has been a fundamental aspect of the firm’s design philosophy. Some of Behnisch Architekten’s most prominent projects include: SC Workplaces, California City of Santa Monica Public Parking Structure #6, Santa Monica, California Primary School Infanteriestrasse, München, Germany Harvard University Science and Engineering Complex, Boston, Massachusetts John and Frances Angelos Law Center, University of Baltimore, Baltimore, Maryland The following statistics helped Behnisch Architekten achieve 5th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 9 Featured Projects 8 Total Projects 24 4. wulf architekten © Tobias Vollmer wulf architekten emerged from the architecture practice established 1987 in Stuttgart by Tobias Wulf. Currently the office is managed by Tobias Wulf, Jan-Michael Kallfaß, Ingmar Menzer and Steffen Vogt. From 1996 to 2018, Kai Bierich and Alexander Vohl were partners of Tobias Wulf at wulf architekten. Currently, the company has about 140 employees, nine of them being senior architects. With three office locations – Stuttgart, Berlin and Basel– wulf architekten is also working on projects abroad. Some of wulf architekten’s most prominent projects include: Parking Garage Facade P22a at the Cologne Exhibition Centre, Cologne, Germany Four primary schools in modular design, Munich, Germany School Center North, Stuttgart, Germany Canteen and Media Center for North vocational school center, Darmstadt, Germany Chamber of Industry and Commerce, headquarters, Stuttgart, Germany The following statistics helped wulf architekten achieve 4th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 1 Featured Projects 11 Total Projects 18 3. TCHOBAN VOSS Architekten © TCHOBAN VOSS Architekten GmbH TCHOBAN VOSS Architekten design, plan and build for national and international clients in the public and private sectors. The company, with offices in Hamburg, Berlin and Dresden, is named after Sergei Tchoban, architect BDA, and his partner Ekkehard Voss, architect BDA. With over 150 highly qualified, interdisciplinary employees and many years of experience, it offers architecturally and functionally sustainable solutions for a wide range of building projects in Germany and abroad. TCHOBAN VOSS Architekten is member of the Association of German Architects, the Chambers of Architects in Hamburg, Berlin and Saxony, the Förderverein Bundesstiftung Baukultur e.V. as well as of the European Architects Network. Some of TCHOBAN VOSS Architekten’s most prominent projects include: EDGE Suedkreuz Berlin, Berlin, Germany SKF Test Centre for large-scale bearings, Schweinfurt, Germany Seestraße, Berlin, Berlin, Germany Koenigstadt-Quartier, Berlin, Germany EMBASSY – Living alongside Koellnischer Park, Berlin, Berlin, Germany The following statistics helped TCHOBAN VOSS Architekten achieve 3rd place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 6 Featured Projects 12 Total Projects 29 2. Barkow Leibinger © Barkow Leibinger The scope of Barkow Leibinger’s work spans from cultural projects to industrial ones. Their focus on industrial architecture includes master planning and building representational and functional buildings for production, logistical and office spaces. Some of Barkow Leibinger’s most prominent projects include: Production Hall Trumpf, Hettingen, Germany Stadthaus M1 – Green City Hotel, Freiburg, Germany Harvard ArtLab, Boston, Massachusetts Production Hall, Grüsch, Switzerland Fraunhofer Research Campus, Waischenfeld, Germany The following statistics helped Barkow Leibinger achieve 2nd place in the 30 Best Architecture Firms in Germany: Featured Projects 12 Total Projects 17 1. J.MAYER.H © J.MAYER.H J. MAYER H’s studio, focuses on works at the intersection of architecture, communication and new technology. From urban planning schemes and buildings to installation work and objects with new materials, the relationship between the human body, technology and nature form the background for a new production of space. Some of J.MAYER.H’s most prominent projects include: MIAMI MUSEUM GARAGE, Miami, Florida n.n. Residence, Moscow, Russia Hasselt Court House , Hasselt, Belgium Highway Rest Stops, Tbilisi, Georgia Rest Stops, Gori, Georgia Featured image: Tram Stops, Kehl, Germany The following statistics helped J.MAYER.H achieve 1st place in the 30 Best Architecture Firms in Germany: A+Awards Winner 5 A+Awards Finalist 3 Featured Projects 19 Total Projects 30 Why Should I Trust Architizer’s Ranking? With more than 30,000 architecture firms and over 130,000 projects within its database, Architizer is proud to host the world’s largest online community of architects and building product manufacturers. Its celebrated A+Awards program is also the largest celebration of architecture and building products, with more than 400 jurors and hundreds of thousands of public votes helping to recognize the world’s best architecture each year. Architizer also powers firm directories for a number of AIAChapters nationwide, including the official directory of architecture firms for AIA New York. An example of a project page on Architizer with Project Award Badges highlighted A Guide to Project Awards The blue “+” badge denotes that a project has won a prestigious A+Award as described above. Hovering over the badge reveals details of the award, including award category, year, and whether the project won the jury or popular choice award. The orange Project of the Day and yellow Featured Project badges are awarded by Architizer’s Editorial team, and are selected based on a number of factors. The following factors increase a project’s likelihood of being featured or awarded Project of the Day status: Project completed within the last 3 years A well written, concise project description of at least 3 paragraphs Architectural design with a high level of both functional and aesthetic value High quality, in focus photographs At least 8 photographs of both the interior and exterior of the building Inclusion of architectural drawings and renderings Inclusion of construction photographs There are 7 Projects of the Day each week and a further 31 Featured Projects. Each Project of the Day is published on Facebook, Twitter and Instagram Stories, while each Featured Project is published on Facebook. Each Project of the Day also features in Architizer’s Weekly Projects Newsletter and shared with 170,000 subscribers.     We’re constantly look for the world’s best architects to join our community. If you would like to understand more about this ranking list and learn how your firm can achieve a presence on it, please don’t hesitate to reach out to us at editorial@architizer.com. The post 30 Best Architecture and Design Firms in Germany appeared first on Journal. #best #architecture #design #firms #germany
    ARCHITIZER.COM
    30 Best Architecture and Design Firms in Germany
    These annual rankings were last updated on June 6, 2025. Want to see your firm on next year’s list? Continue reading for more on how you can improve your studio’s ranking. Traversing the German nation, one will encounter a similar historic program to other European capitals — Romanesque churches, Renaissance monuments and more — blended with functionalist and modernist structures. Early twenty-first-century Germany gave rise to the thriving Bauhaus. Founded by Walter Gropius, this school introduced brand-new architectural thinking, an ideology rooted in function, clarity and mass production. Materials like concrete and glass were favored, socially progressive housing blocks were constructed, and a newfound appreciation for modernism emerged. The spirit of the great Bauhaus teachers — Mies van der Rohe, for example — vigorously lives on and inspires contemporary designers today. Additionally, modern industrial architecture took off post-war and has played a prominent role in the nation’s economic growth, continuing to do so today. The architectural devastation from WWII resulted in mass reconstruction efforts. The post-war restoration and rebuilding embraced a functional attitude, which continued the legacy of the Bauhaus movement despite its closing over a decade prior. Today, German architecture continues to champion the nation’s modernist brilliance through innovative designs that push technological boundaries and celebrate culture. With so many architecture firms to choose from, it’s challenging for clients to identify the industry leaders that will be an ideal fit for their project needs. Fortunately, Architizer is able to provide guidance on the top design firms in Germany based on more than a decade of data and industry knowledge. How are these architecture firms ranked? The following ranking has been created according to key statistics that demonstrate each firm’s level of architectural excellence. The following metrics have been accumulated to establish each architecture firm’s ranking, in order of priority: The number of A+Awards won (2013 to 2025) The number of A+Awards finalists (2013 to 2025) The number of projects selected as “Project of the Day” (2009 to 2025) The number of projects selected as “Featured Project” (2009 to 2025) The number of projects uploaded to Architizer (2009 to 2025) Each of these metrics is explained in more detail at the foot of this article. This ranking list will be updated annually, taking into account new achievements of Germany architecture firms throughout the year. Without further ado, here are the 30 best architecture firms in Germany: 30. Format Elf Architekten © Format Elf Architekten Simple and touching. Format Elf Architekten is an architecture firm that focuses on residential architecture. Some of Format Elf Architekten’s most prominent projects include: Longhouses, Bad Birnbach, Germany FORMSTELLE, Töging am Inn, Germany House B, Munich, Germany Die Basis, Munich, Germany The following statistics helped Format Elf Architekten achieve 30th place in the 30 Best Architecture Firms in Germany: Featured Projects 1 Total Projects 4 29. Bruzkus Batek Architects © Jens Bösenberg | Whitelight Studio GmbH BRUZKUS BATEK Since 2007, this internationally active office specialised in designing hotels, offices, shops, restaurants and private housing – and particularly in the detailing of high-quality interiors. After 10 successful years, it is time for a change. As of 2018, Bruzkus Batek is splitting into BATEK ARCHITECTS and ESTER BRUZKUS ARCHITECTS. Some of Bruzkus Batek Architects’ most prominent projects include: Razorfish, Berlin, Germany Office Ester Bruzkus Architekten, Berlin, Germany Colette Tim Raue Munich, Munich, Germany Apartment PP, Berlin, Germany Dean, Berlin, Germany The following statistics helped Bruzkus Batek Architects achieve 29th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 3 Total Projects 28 28. Ester Bruzkus Architekten © Ester Bruzkus Architekten Founded in 2002 in Berlin, Ester Bruzkus Architekten is an architecture and interior design practice with global ties: Berlin, New York, Paris, Tel Aviv, Boston, Dubai, Moscow, Vladivostok, Tenerife. We have extensive experience with design at many scales: from the design of tables and furniture to exquisite residences and workspaces to international theaters, restaurants and hotels. Straight lines, precise planning, material contrasts – and plenty of surprises. The architecture of Ester Bruzkus and her team makes use of contrasts of thick and thin, sharp and soft, curved and straight, rough and smooth, common and opulent, colorful and restrained, playful and well-resolved. Special projects result from a dialogue of space and light, materiality and color, existing constraints and new opportunities – and especially a synergy between the needs of the client, the space and the aspirations of great design. Some of Ester Bruzkus Architekten’s most prominent projects include: Razorfish, Berlin, Germany Office Ester Bruzkus Architekten, Berlin, Germany Colette Tim Raue Munich, Munich, Germany Apartment PP, Berlin, Germany Dean, Berlin, Germany The following statistics helped Ester Bruzkus Architekten achieve 28th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 3 Total Projects 34 27. Architekten Wannenmacher + Möller © Architekten Wannenmacher + Möller GmbH Architects Wannenmacher + Möller, based in Bielefeld Germany, has been in practice for almost 60 years. Today the office is run by second generation Andreas Wannenmacher and Hans-Heinrich Möller. It was founded by Gregor Wannenmacher in Düsseldorf, Germany in 1955. Over the years the office grew continuously and became one of the largest architectural firms in the German region Eastern Westfalia. Most of the activities were focused in this region. During the last years, however, the office had the opportunity to design buildings and control their realization outside this region, some of them in foreign countries throughout Europe, Asia, and the USA. Some of Architekten Wannenmacher + Möller’s most prominent projects include: Ford Hagemeier Halle , Germany Wohnhaus Möllmann, Bielefeld, Germany House P+G, Weinheim, Germany House in Paderborn, Paderborn, Germany Borchen Sports Hall, Borchen, Germany The following statistics helped Architekten Wannenmacher + Möller achieve 27th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 4 Total Projects 14 26. Design.Develop.Build – GA Tech | PBSA | RWTH © Design.Develop.Build - GA Tech | PBSA | RWTH Students from the Georgia Institute of Technology, RWTH Aachen University and PBSA Düsseldorf design, develop and build civic architecture. Some of Design.Develop.Build’s most prominent projects include: Guga S’Thebe Children’s Theatre, Cape Town, South Africa The following statistics helped Design.Develop.Build achieve 26th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 1 Featured Projects 1 Total Projects 1 25. Ecker Architekten © Ecker Architekten Ecker Architekten is an architecture and design firm based in Germany. Ecker Architekten’s design portfolio includes a variety of architectural projects, such as cultural, commercial, government and health, educational, and more. Some of Ecker Architekten’s most prominent projects include: The Forum at Eckenberg Gymnasium, Adelsheim, Germany Field Chapel, Buchen (Odenwald), Germany Kindergarten Dandelion Clock, Germany Kanzlei Balkenhol, BW, Germany Branch Bank in Hettingen, Hettingen, Germany The following statistics helped Ecker Architekten achieve 25th place in the 30 Best Architecture Firms in Germany: Featured Projects 4 Total Projects 8 24. Sehw Architektur © Helin Bereket “Sehw stands for meaningfulness, emotion, attitude and change.” Our mission: building architecture sustainably, thinking innovatively and creating social added value. “Sehw stands for an aesthetic of sustainability in architecture.” // Sustainability // Acting sustainably We are not just planning for today but for the generation of tomorrow and beyond. For us, sustainable architecture means forward-looking planning and the development of future-proof utilization concepts. In times of rapid climate change, we are committed to resource-conserving construction methods and the use of renewable energies. Recyclable building materials and circular economy are the basis for a long life cycle and corresponding sustainability certifications of our buildings. We value and protect existing structures and materials. Some of Sehw Architektur’s most prominent projects include: KIT, Karlsruhe, Germany Weitblick Innovation Campus, Augsburg, Germany Inclusive School Centre Döbern, Döbern, Germany The Copper Coil, Rostock, Germany Around the Corner – Student Apartment Building, Berlin, Germany The following statistics helped Sehw Architektur achieve 24th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 18 23. PHILIPPARCHITEKTEN Anna Philipp © PHILIPPARCHITEKTEN Anna Philipp A passion for houses. There’s nothing more significant to describe what our architecture office is about: houses — simple, yet complex. The archetype of all construction is our passion. That’s what we stand for. On this we work holistically with a team of architects and engineers. Center of our designing is the human being. We understand architecture as a second skin, which must be tailored. At the same time it’s essential to reflect the unique character of the location. The goal is a harmonious triad of mankind, nature and architecture. The focus and specialization on houses and villas is faced by a wide diversification in the range of services offered. Some of PHILIPPARCHITEKTEN Anna Philipp’s most prominent projects include: Villa Philipp, Waldenburg, Germany Villa Lombardo, Lugano, Switzerland A monastery of modernity, Augsburg, Germany Villa Schatzlmayr, Passau, Germany Villa Mauthe, Bahlingen, Germany The following statistics helped PHILIPPARCHITEKTEN Anna Philipp achieve 23rd place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 22 22. KRESINGS © Roman Mensing KRESINGS is a studio for architecture, interior design, urban planning and product design with offices in Munster and Dusseldorf. Since its founding by Rainer Maria Kresing in 1985 four further partners joined the management: Kilian Kresing, Christian Kawe, Matthias Povel and André Perret. More than 60 employees — architects, designers, planners and engineers — guarantee a broad range of creative and qualified services. Experience meets creative ease. The studio has been awarded with national awards like those of the BDA (Bund Deutscher Architekten) and the DAM (Deutsches Architektur Museum). KRESINGS: Experts and team players in areas of office and industrial buildings, facilities for research, education and culture as well as individual designs for residential buildings. Some of KRESINGS’ most prominent projects include: Student Residence Boeselagerstraße, Münster, Germany Headquarters Mitsubishi Electric Europe, Ratingen, Germany Petting Zoo, Öhringen, Germany Freiherr-vom-Stein-High-School, Münster, Germany Residential Building Hoher Heckenweg, Münster, Germany The following statistics helped KRESINGS achieve 22nd place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 33 21. 3deluxe © 3deluxe The interdisciplinary design collective 3deluxe, consisting of about 30 individuals centered around Dieter Brell, Peter Seipp and Andreas and Stephan Lauhoff, has been creating groundbreaking impulses in the fields of architecture and interior design, graphic and media design. In creative synergy hybrid forms of two and three dimensional design are created: graphic works develop a spatial impact, while architectural drafts are based on communication principles. In this way, complex collages are contrived, so called ‚multilayered atmospheres‘, that foster multiple sensory experiences and allow for a multitude of potential interpretations. Paramount is the broadening of an absolute understanding of space and image towards a dynamic, processual approach. Some of 3deluxe’s most prominent projects include: V- Plaza Urban Development, Kaunas, Lithuania Kaffee Partner Headquarters, Osnabrück, Germany Butterfly Pavilion, Sharjah, United Arab Emirates Leonardo Glass Cube, Bad Driburg, Germany Cyberhelvetia The following statistics helped 3deluxe achieve 21st place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 3 Total Projects 20 20. Christoph Hesse Architects © Deimel und Wittmar Christoph Hesse Architects was founded in 2010 by Christoph Hesse, has offices in Korbach and, since 2018, in Berlin. The architectural practice currently employs an international team of 15 people and has won numerous awards. Some of Christoph Hesse Architects’ most prominent projects include: VITOS Outpatient psychiatric clinic for traumatized refugees, Korbach, Germany Villa F / the off-the-grid house in the central highlands of Germany, Medebach, Germany StrohTherme, Medebach, Germany Room of Silence, Korbach, Germany The following statistics helped Christoph Hesse Architects achieve 20th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 Featured Projects 2 Total Projects 4 19. Zeller & Moye © Zeller & Moye Zeller & Moye is a design studio based in Mexico City and Berlin that works at the intersection of architecture, arts, design and latest technology through an experimental, multidisciplinary and collaborative working culture. Some of Zeller & Moye’s most prominent projects include: HAUS KÖRIS, Brandenburg, Germany SANDRA WEIL Store, Mexico City, Mexico TROQUER FASHION HOUSE, Mexico City, Mexico CASA VERNE, Mexico City, Mexico CASA HILO, Mexico The following statistics helped Zeller & Moye achieve 19th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 12 18. Ippolito Fleitz Group – Identity Architects © Ippolito Fleitz Group - Identity Architects Ippolito fleitz group is a multidisciplinary, internationally operating design studio based in Stuttgart.We are identity architects. We work in unison with our clients to develop architecture, products and communication that are part of a whole and yet distinctive in their own right. This is how we define identity.With meticulous analysis before we begin.With animated examination in the conceptional phase. With a clarity of argument in the act of persuasion.With a love of accuracy in the realisation.With a serious goal and a lot of fun along the way. Working together with our clients.As architects of identity, we conceive and construct buildings, interiors and landscapes; we develop products and communication measures. Some of Ippolito Fleitz Group – Identity Architects’ most prominent projects include: Das GERBER, Stuttgart, Germany Hunke – Jewellers and Opticians, Ludwigsburg, Germany Bella Italia Weine, Stuttgart, Germany ippolito fleitz group | Residential Building, Denkendorf, Germany WakuWaku Dammtor, Hamburg, Germany The following statistics helped Ippolito Fleitz Group - Identity Architects achieve 18th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 4 Total Projects 26 17. VON M © Zooey Braun VON M is an architecture and design firm based in Germany. VON M’s design portfolio includes a variety of architectural projects, such as cultural, residential, educational, commercial, hospitality and sport, and more. Some of VON M’s most prominent projects include: Museum Luthers Sterbehaus, Eisleben, Germany BHM Pavillon, Wolfegg, Germany Kinder- und Familienzentrum, Ludwigsburg, Germany Hotel Bauhofstrasse, Ludwigsburg, Germany HS77, Stuttgart, Germany The following statistics helped VON M achieve 17th place in the 30 Best Architecture Firms in Germany: Featured Projects 6 Total Projects 11 16. Plastique Fantastique © Plastique Fantastique Plastique Fantastique is a collective for temporary architecture that samples the performative possibilities of urban environments. Established in Berlin in 1999, Plastique Fantastique has been influenced by the unique circumstances that made the city a laboratory for temporary spaces. Plastique Fantastique’s synthetic structures affect surrounding spaces like a soap bubble does: Similar to a foreign body, it occupies and mutates urban space. Their interventions change the way we perceive and interact in urban environments. By mixing different landscape types, an osmotic passage between private and public space is generating new hybrid environments.Regardless the way people view a bubble, walk around its exterior or move inside it, the pneumatic structure is a medium to experience the same physical setting in a temporary extraordinary situation. Some of Plastique Fantastique’s most prominent projects include: LOUD SHADOWS, Terschelling, Netherlands Blurry Venice, Venice, Italy Aeropolis, Copenhagen, Denmark superKOLMEMEN, Helsinki, Finland MOBILE PPS (Personal Protective Space) for Doctors The following statistics helped Plastique Fantastique achieve 16th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 5 15. 4a Architekten © 4a Architekten GmbH Shaping atmosphere, lending identity, creating quality of space — these are the values that characterize the buildings of 4a Architekten. The starting point and guiding principle of our work is the concept of architecture as living space. Our buildings come into being through intensive team work shaped by interdisciplinary thinking and action. What characterizes a location in terms of its culture and history? What are the client’s expectations and objectives? What is viable within the budget and what are the benefits for users? These questions and this approach bring us to solutions with an individual character — and they apply just as much to the planning of buildings as to the design of interior spaces. Some of 4a Architekten’s most prominent projects include: Therme Lindau on Lake Constance, Lindau, Germany Balingen Civic Hall, Balingen, Germany Emser Thermal Baths, Bad Ems, Germany Spreewald Spa Hotel, Burg, Germany Stegermatt Aquatic Centre, Offenburg, Germany The following statistics helped 4a Architekten achieve 15th place in the 30 Best Architecture Firms in Germany: Featured Projects 7 Total Projects 15 14. schneider+schumacher © schneider+schumacher / Frankfurt - Vienna - Tianjin Our architectural approach is characterized by the enjoyment we have in finding solutions to the complex demands of today’s buildings. We adapt our buildings to fit into their surroundings, yet we also create landmarks. Pragmatic poetry, nurtured not only by design clarity and a conscientious attitude towards the task in hand, but also by a delight in fine details. This design process is constantly informed by the dialogue that takes place on a daily basis between the various professional disciplines in all our specialized divisions – architecture, construction and project management, design, a.o. — and international offices. schneider+schumacher is headquartered in Frankfurt (GE), and has two branches in Vienna (AU) and Tianjin (CN). Some of schneider+schumacher’s most prominent projects include: Autobahn Church, Wilnsdorf, Germany Oil Harbour Bridge, Raunheim, Germany DOXX – Quayside Development at Mainz Customs Port, Mainz, Germany Städel Museum Extension, Frankfurt, Germany Siegerland Motorway Church, Wilnsdorf, Wilnsdorf, Germany The following statistics helped schneider+schumacher achieve 14th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 2 Featured Projects 5 Total Projects 12 13. ingenhoven associates © ingenhoven associates Celebrating 40 years of excellence since 1985, the studio is pioneer in sustainable architecture, designing and delivering projects of all sizes and typologies across nearly every region of the world, adhering to the highest green building standards, including LEED, Green Star, Minergie, BREEAM, DGNB and CASBEE. With a tailored approach to each location, the multinational, interdisciplinary team creates nuanced architectural solutions with added value and positive social impact. Some of ingenhoven associates’ most prominent projects include: Düsseldorfer Schauspielhaus, Düsseldorf, Germany Freiburg Town Hall, Freiburg, Germany Kö-Bogen 2, Düsseldorf, Germany Marina One, Singapore, Singapore Daniel Swarovski Corporation, Männedorf, Switzerland The following statistics helped ingenhoven associates achieve 13th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 5 Total Projects 28 12. gmp · Architects von Gerkan, Marg und Partner © HG Esch Photography The architects von Gerkan, Marg and Partners (gmp) are an architectural practice that was founded in Hamburg and has branches worldwide. With our generalist approach and more than 50 years of experience, we complete projects in dialogue with our clients and the participating planning disciplines, at all scales and cultural contexts, covering all design phases and working on all continents. The range of our projects extends from family residences to high-rise buildings, from stadiums to concert halls, from office buildings to bridges, and from door hardware to urban planning. With holistic sustainability in mind, we aim to create new and refurbished architecture that is long-lasting and goes beyond temporary fashions, taking into account the global challenges and issues of urbanization, digitalization, and mobility. Some of gmp · Architects von Gerkan, Marg und Partner’s most prominent projects include: Guna Villa, Jūrmala, Latvia Universiade 2011 Sports Center, Shenzhen, China Olympic Stadium, Kiev, Ukraine, Kyiv, Ukraine Olympic Stadium, Berlin, Germany Twin Towers, Commodity Exchange Plaza, Dalian, China The following statistics helped gmp · Architects von Gerkan, Marg und Partner achieve 12th place in the 30 Best Architecture Firms in Germany: Featured Projects 8 Total Projects 36 11. kadawittfeldarchitektur © kadawittfeldarchitektur We are kadawittfeldarchitektur. Originally founded in Aachen in 1999, we today stand for more than just architectural design. The interdisciplinary approach of our work, linking architecture, interior and product design on the one hand and at the interface of town planning and urban projects on the other hand, reflects the full range of our creative output. kadawittfeldarchitektur develops added value space. In a team of more than 170 persons, we create architecture with added value space for living, communication and work environments. In the way we deal with volumes, materials, structures and functions, we strive to integrate our schemes into their surroundings with the objective of creating contemporary and sustainable architecture and meeting the needs of both the users and the general public. Some of kadawittfeldarchitektur’s most prominent projects include: CELTIC MUSEUM, Glauburg, Germany ADIDAS LACES, Herzogenaurach, Germany SPZ, HALLEIN, Hallein, Austria SENIOR CITIZENS RESIDENCE ALTENMARKT, Altenmarkt im Pongau, Austria SALZBURG CENTRAL STATION, Salzburg, Austria The following statistics helped kadawittfeldarchitektur achieve 11th place in the 30 Best Architecture Firms in Germany: Featured Projects 8 Total Projects 32 10. GRAFT © GRAFT What is graft? The English word ‘graft’ provokes a variety of meanings and multiple readings. It stands for transplants in the field of medicine, for cheating, but also for hard work.  In the terminology of botany, grafting is described as the addition of one shoot onto a genetically different host. Some of GRAFT’s most prominent projects include: Ice Stadion “Arena Schierke”, Wernigerode, Germany Show Palace Munich, Munich, Germany Autostadt Roof and Service Pavilion, Wolfsburg, Germany Eiswerk, Berlin, Germany Villa M , Berlin, Germany The following statistics helped GRAFT achieve 10th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 7 Total Projects 17 9. HENN © HENN HENN is an international architecture studio with over 75 years of experience in designing innovative work environments across office, science, healthcare, industry, education, and culture. An interdisciplinary team of 400 professionals works from offices in Munich, Berlin, Frankfurt am Main, and Shanghai. The design process is collaborative and driven by curiosity. HENN draws from the rich expertise of three generations and a global network of partners. All three generations share a common mindset: openness and curiosity. This spirit drives the studio to continuously question and redefine architectural typologies. HENN was founded in 1947 by Walter Henn in Dresden. Early on, he specialized in industrial buildings and played a key role in establishing the Braunschweig School through his academic work. Some of HENN’s most prominent projects include: Porsche Pavilion, Wolfsburg, Germany Zalando Headquarters Berlin, Berlin, Germany Bugatti Atelier, Molsheim, France MobileLife Campus, Wolfsburg, Germany The CUBE, Dresden, Germany The following statistics helped HENN achieve 9th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 2 Featured Projects 6 Total Projects 30 8. Auer Weber © Aldo Amoretti Photography Founded in 1980, we are an internationally active architectural firm with offices in Stuttgart and Munich. We employ around 150 people from 20 countries and work on projects of various sizes and tasks from initial design through to completion. Each year, we create entries for between 30 and 40 competitions in our two offices, from which we generate a large proportion of our orders. These range from buildings for the community to educational and administrative buildings, sports and leisure facilities and large infrastructure projects. The diversity of our architecture is the result of in-depth study of the building tasks and where these tasks originate. Some of Auer Weber’s most prominent projects include: Aquatic Centre “Aquamotion” Courchevel , Saint-Bon-Tarentaise, France Arena du Pays d’Aix, Aix-en-Provence, France Extension of the District Office in Starnberg, Starnberg, Germany ESO Headquarters Extension, Garching, Germany Olympic Aquatics Stadium, Route de Torcy, France The following statistics helped Auer Weber achieve 8th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 1 Featured Projects 9 Total Projects 24 7. Peter Ruge Architekten © Peter Ruge Architekten GmbH Identity+Sustainability=Architecture Peter Ruge Architekten is a locally and internationally active planning office based in Berlin. Our mission is simple: to develop and build sustainable architecture of the future. The agenda of the team along with three partners Peter Ruge, Kayoko Uchiyama and Matthias Matschewski includes new buildings, optimization of existing properties and urban planning designs. The projects are holistic, i.e. adapted to the climate, culture and needs of the users, and have received numerous awards and certifications. Our detailed understanding of sustainable design processes supports the decisions of our clients. In education field, Prof. Ruge shares our knowledge with a global design community at DIA, Anhalt University of Applied Sciences in Dessau, Shenyang Jianzhu University in China and Kyoto Seika University in Japan. Some of Peter Ruge Architekten’s most prominent projects include: Busan Opera House, South Korea, Busan, South Korea Congress Center Hangzhou, Hangzhou, China House O, Germany, Potsdam-Mittelmark, Germany LTD_1 Hamburg, Germany, Hamburg, Germany Muzeum Lotnictwa Krakow, Poland The following statistics helped Peter Ruge Architekten achieve 7th place in the 30 Best Architecture Firms in Germany: Featured Projects 12 Total Projects 18 6. HPP Architects © Christa Lachenmaier Photography HPP Architects is one of Europe’s leading architectural partnerships with a full range of architectural and master planning services. Since its foundation by Professor Hentrich, the 4th generation of HPP partnership today includes a global team of more than 25 nationalities and 480 architects, engineers, urban designers and specialists. Today it comprises 13 offices including 8 regional offices in Germany and 5 international branches in Turkey, China and Netherlands. HPP Architects’ headquarter is located in the Düsseldorf Media Harbor, further offices are located in Amsterdam, Beijing, Berlin, Cologne, Frankfurt, Hamburg, Istanbul, Leipzig, Munich, Shanghai, Shenzhen and Stuttgart. HPP completed more than 1200 buildings worldwide and aspires to create architectural quality of lasting value beyond the here and now: timeless and yet clearly part of their time, innovative and equally grounded in history. Some of HPP Architects’s most prominent projects include: LVM 5 , Münster, Germany Medical Library Oasis (O.A.S.E.), Düsseldorf, Germany Hochschule Ruhr West, Mülheim, Germany Henkel Asia-Pacific and China Headquarters, Shanghai, China Dreischeibenhaus, Düsseldorf, Germany The following statistics helped HPP Architects achieve 6th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 3 Featured Projects 12 Total Projects 25 5. Behnisch Architekten © David Matthiessen The Stuttgart-based practice known today as Behnisch Architekten was founded in 1989 under the leadership of Stefan Behnisch. Originally established as a branch office of Günter Behnisch’s practice Behnisch & Partner, it became independent in 1991 and has subsequently developed into an international practice with offices in Stuttgart, Munich, Los Angeles/California (1999 – 2011), and Boston. These offices are directed by Stefan Behnisch and his partners in varying combinations. The Partners are Robert Hösle, Robert Matthew Noblett and Stefan Rappold. Stefan Behnisch is involved in all three offices. From the outset, the social dimension of architecture has been a fundamental aspect of the firm’s design philosophy. Some of Behnisch Architekten’s most prominent projects include: SC Workplaces, California City of Santa Monica Public Parking Structure #6, Santa Monica, California Primary School Infanteriestrasse, München, Germany Harvard University Science and Engineering Complex, Boston, Massachusetts John and Frances Angelos Law Center, University of Baltimore, Baltimore, Maryland The following statistics helped Behnisch Architekten achieve 5th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 9 Featured Projects 8 Total Projects 24 4. wulf architekten © Tobias Vollmer wulf architekten emerged from the architecture practice established 1987 in Stuttgart by Tobias Wulf. Currently the office is managed by Tobias Wulf, Jan-Michael Kallfaß, Ingmar Menzer and Steffen Vogt. From 1996 to 2018, Kai Bierich and Alexander Vohl were partners of Tobias Wulf at wulf architekten. Currently, the company has about 140 employees, nine of them being senior architects. With three office locations – Stuttgart, Berlin and Basel (CH) – wulf architekten is also working on projects abroad. Some of wulf architekten’s most prominent projects include: Parking Garage Facade P22a at the Cologne Exhibition Centre, Cologne, Germany Four primary schools in modular design, Munich, Germany School Center North, Stuttgart, Germany Canteen and Media Center for North vocational school center, Darmstadt, Germany Chamber of Industry and Commerce, headquarters, Stuttgart, Germany The following statistics helped wulf architekten achieve 4th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 1 Featured Projects 11 Total Projects 18 3. TCHOBAN VOSS Architekten © TCHOBAN VOSS Architekten GmbH TCHOBAN VOSS Architekten design, plan and build for national and international clients in the public and private sectors. The company, with offices in Hamburg, Berlin and Dresden, is named after Sergei Tchoban, architect BDA, and his partner Ekkehard Voss, architect BDA (1963-2024). With over 150 highly qualified, interdisciplinary employees and many years of experience, it offers architecturally and functionally sustainable solutions for a wide range of building projects in Germany and abroad. TCHOBAN VOSS Architekten is member of the Association of German Architects (BDA), the Chambers of Architects in Hamburg, Berlin and Saxony, the Förderverein Bundesstiftung Baukultur e.V. as well as of the European Architects Network (EAN). Some of TCHOBAN VOSS Architekten’s most prominent projects include: EDGE Suedkreuz Berlin, Berlin, Germany SKF Test Centre for large-scale bearings, Schweinfurt, Germany Seestraße, Berlin, Berlin, Germany Koenigstadt-Quartier, Berlin, Germany EMBASSY – Living alongside Koellnischer Park, Berlin, Berlin, Germany The following statistics helped TCHOBAN VOSS Architekten achieve 3rd place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 6 Featured Projects 12 Total Projects 29 2. Barkow Leibinger © Barkow Leibinger The scope of Barkow Leibinger’s work spans from cultural projects to industrial ones. Their focus on industrial architecture includes master planning and building representational and functional buildings for production, logistical and office spaces. Some of Barkow Leibinger’s most prominent projects include: Production Hall Trumpf, Hettingen, Germany Stadthaus M1 – Green City Hotel, Freiburg, Germany Harvard ArtLab, Boston, Massachusetts Production Hall, Grüsch, Switzerland Fraunhofer Research Campus, Waischenfeld, Germany The following statistics helped Barkow Leibinger achieve 2nd place in the 30 Best Architecture Firms in Germany: Featured Projects 12 Total Projects 17 1. J.MAYER.H © J.MAYER.H J. MAYER H’s studio, focuses on works at the intersection of architecture, communication and new technology. From urban planning schemes and buildings to installation work and objects with new materials, the relationship between the human body, technology and nature form the background for a new production of space. Some of J.MAYER.H’s most prominent projects include: MIAMI MUSEUM GARAGE, Miami, Florida n.n. Residence, Moscow, Russia Hasselt Court House , Hasselt, Belgium Highway Rest Stops, Tbilisi, Georgia Rest Stops, Gori, Georgia Featured image: Tram Stops, Kehl, Germany The following statistics helped J.MAYER.H achieve 1st place in the 30 Best Architecture Firms in Germany: A+Awards Winner 5 A+Awards Finalist 3 Featured Projects 19 Total Projects 30 Why Should I Trust Architizer’s Ranking? With more than 30,000 architecture firms and over 130,000 projects within its database, Architizer is proud to host the world’s largest online community of architects and building product manufacturers. Its celebrated A+Awards program is also the largest celebration of architecture and building products, with more than 400 jurors and hundreds of thousands of public votes helping to recognize the world’s best architecture each year. Architizer also powers firm directories for a number of AIA (American Institute of Architects) Chapters nationwide, including the official directory of architecture firms for AIA New York. An example of a project page on Architizer with Project Award Badges highlighted A Guide to Project Awards The blue “+” badge denotes that a project has won a prestigious A+Award as described above. Hovering over the badge reveals details of the award, including award category, year, and whether the project won the jury or popular choice award. The orange Project of the Day and yellow Featured Project badges are awarded by Architizer’s Editorial team, and are selected based on a number of factors. The following factors increase a project’s likelihood of being featured or awarded Project of the Day status: Project completed within the last 3 years A well written, concise project description of at least 3 paragraphs Architectural design with a high level of both functional and aesthetic value High quality, in focus photographs At least 8 photographs of both the interior and exterior of the building Inclusion of architectural drawings and renderings Inclusion of construction photographs There are 7 Projects of the Day each week and a further 31 Featured Projects. Each Project of the Day is published on Facebook, Twitter and Instagram Stories, while each Featured Project is published on Facebook. Each Project of the Day also features in Architizer’s Weekly Projects Newsletter and shared with 170,000 subscribers.     We’re constantly look for the world’s best architects to join our community. If you would like to understand more about this ranking list and learn how your firm can achieve a presence on it, please don’t hesitate to reach out to us at editorial@architizer.com. The post 30 Best Architecture and Design Firms in Germany appeared first on Journal.
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  • Critical Cisco ISE Auth Bypass Flaw Impacts Cloud Deployments on AWS, Azure, and OCI

    Jun 05, 2025Ravie LakshmananNetwork Security / Vulnerability

    Cisco has released security patches to address a critical security flaw impacting the Identity Services Enginethat, if successfully exploited, could allow unauthenticated actors to carry out malicious actions on susceptible systems.
    The security defect, tracked as CVE-2025-20286, carries a CVSS score of 9.9 out of 10.0. It has been described as a static credential vulnerability.
    "A vulnerability in Amazon Web Services, Microsoft Azure, and Oracle Cloud Infrastructurecloud deployments of Cisco Identity Services Enginecould allow an unauthenticated, remote attacker to access sensitive data, execute limited administrative operations, modify system configurations, or disrupt services within the impacted systems," the company said in an advisory.
    The networking equipment maker, which credited Kentaro Kawane of GMO Cybersecurity for reporting the flaw, noted it's aware of the existence of a proof-of-conceptexploit. There is no evidence that it has been maliciously exploited in the wild.

    Cisco said the issue stems from the fact that credentials are improperly generated when Cisco ISE is being deployed on cloud platforms, causing different deployments to share the same credentials as long as the software release and cloud platform are the same.
    Put differently, the static credentials are specific to each release and platform, but are not valid across platforms. As the company highlights, all instances of Cisco ISE release 3.1 on AWS will have the same static credentials.
    However, credentials that are valid for access to a release 3.1 deployment would not be valid to access a release 3.2 deployment on the same platform. Furthermore, Release 3.2 on AWS would not have the same credentials as Release 3.2 on Azure.
    Successful exploitation of the vulnerability could permit an attacker to extract the user credentials from the Cisco ISE cloud deployment and then use it to access Cisco ISE deployed in other cloud environments through unsecured ports.
    This could ultimately allow unauthorized access to sensitive data, execution of limited administrative operations, changes to system configurations, or service disruptions. That said, Cisco ISE is only affected in cases where the Primary Administration node is deployed in the cloud. Primary Administration nodes that are on-premises are not impacted.

    The following versions are affected -

    AWS - Cisco ISE 3.1, 3.2, 3.3, and 3.4
    Azure - Cisco ISE 3.2, 3.3, and 3.4
    OCI - Cisco ISE 3.2, 3.3, and 3.4

    While there are no workarounds to address CVE-2025-20286, Cisco is recommending that users restrict traffic to authorized administrators or run the "application reset-config ise" command to reset user passwords to a new value. However, it bears noting that running the command will reset Cisco ISE to the factory configuration.

    Found this article interesting? Follow us on Twitter  and LinkedIn to read more exclusive content we post.

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    #critical #cisco #ise #auth #bypass
    Critical Cisco ISE Auth Bypass Flaw Impacts Cloud Deployments on AWS, Azure, and OCI
    Jun 05, 2025Ravie LakshmananNetwork Security / Vulnerability Cisco has released security patches to address a critical security flaw impacting the Identity Services Enginethat, if successfully exploited, could allow unauthenticated actors to carry out malicious actions on susceptible systems. The security defect, tracked as CVE-2025-20286, carries a CVSS score of 9.9 out of 10.0. It has been described as a static credential vulnerability. "A vulnerability in Amazon Web Services, Microsoft Azure, and Oracle Cloud Infrastructurecloud deployments of Cisco Identity Services Enginecould allow an unauthenticated, remote attacker to access sensitive data, execute limited administrative operations, modify system configurations, or disrupt services within the impacted systems," the company said in an advisory. The networking equipment maker, which credited Kentaro Kawane of GMO Cybersecurity for reporting the flaw, noted it's aware of the existence of a proof-of-conceptexploit. There is no evidence that it has been maliciously exploited in the wild. Cisco said the issue stems from the fact that credentials are improperly generated when Cisco ISE is being deployed on cloud platforms, causing different deployments to share the same credentials as long as the software release and cloud platform are the same. Put differently, the static credentials are specific to each release and platform, but are not valid across platforms. As the company highlights, all instances of Cisco ISE release 3.1 on AWS will have the same static credentials. However, credentials that are valid for access to a release 3.1 deployment would not be valid to access a release 3.2 deployment on the same platform. Furthermore, Release 3.2 on AWS would not have the same credentials as Release 3.2 on Azure. Successful exploitation of the vulnerability could permit an attacker to extract the user credentials from the Cisco ISE cloud deployment and then use it to access Cisco ISE deployed in other cloud environments through unsecured ports. This could ultimately allow unauthorized access to sensitive data, execution of limited administrative operations, changes to system configurations, or service disruptions. That said, Cisco ISE is only affected in cases where the Primary Administration node is deployed in the cloud. Primary Administration nodes that are on-premises are not impacted. The following versions are affected - AWS - Cisco ISE 3.1, 3.2, 3.3, and 3.4 Azure - Cisco ISE 3.2, 3.3, and 3.4 OCI - Cisco ISE 3.2, 3.3, and 3.4 While there are no workarounds to address CVE-2025-20286, Cisco is recommending that users restrict traffic to authorized administrators or run the "application reset-config ise" command to reset user passwords to a new value. However, it bears noting that running the command will reset Cisco ISE to the factory configuration. Found this article interesting? Follow us on Twitter  and LinkedIn to read more exclusive content we post. SHARE     #critical #cisco #ise #auth #bypass
    THEHACKERNEWS.COM
    Critical Cisco ISE Auth Bypass Flaw Impacts Cloud Deployments on AWS, Azure, and OCI
    Jun 05, 2025Ravie LakshmananNetwork Security / Vulnerability Cisco has released security patches to address a critical security flaw impacting the Identity Services Engine (ISE) that, if successfully exploited, could allow unauthenticated actors to carry out malicious actions on susceptible systems. The security defect, tracked as CVE-2025-20286, carries a CVSS score of 9.9 out of 10.0. It has been described as a static credential vulnerability. "A vulnerability in Amazon Web Services (AWS), Microsoft Azure, and Oracle Cloud Infrastructure (OCI) cloud deployments of Cisco Identity Services Engine (ISE) could allow an unauthenticated, remote attacker to access sensitive data, execute limited administrative operations, modify system configurations, or disrupt services within the impacted systems," the company said in an advisory. The networking equipment maker, which credited Kentaro Kawane of GMO Cybersecurity for reporting the flaw, noted it's aware of the existence of a proof-of-concept (PoC) exploit. There is no evidence that it has been maliciously exploited in the wild. Cisco said the issue stems from the fact that credentials are improperly generated when Cisco ISE is being deployed on cloud platforms, causing different deployments to share the same credentials as long as the software release and cloud platform are the same. Put differently, the static credentials are specific to each release and platform, but are not valid across platforms. As the company highlights, all instances of Cisco ISE release 3.1 on AWS will have the same static credentials. However, credentials that are valid for access to a release 3.1 deployment would not be valid to access a release 3.2 deployment on the same platform. Furthermore, Release 3.2 on AWS would not have the same credentials as Release 3.2 on Azure. Successful exploitation of the vulnerability could permit an attacker to extract the user credentials from the Cisco ISE cloud deployment and then use it to access Cisco ISE deployed in other cloud environments through unsecured ports. This could ultimately allow unauthorized access to sensitive data, execution of limited administrative operations, changes to system configurations, or service disruptions. That said, Cisco ISE is only affected in cases where the Primary Administration node is deployed in the cloud. Primary Administration nodes that are on-premises are not impacted. The following versions are affected - AWS - Cisco ISE 3.1, 3.2, 3.3, and 3.4 Azure - Cisco ISE 3.2, 3.3, and 3.4 OCI - Cisco ISE 3.2, 3.3, and 3.4 While there are no workarounds to address CVE-2025-20286, Cisco is recommending that users restrict traffic to authorized administrators or run the "application reset-config ise" command to reset user passwords to a new value. However, it bears noting that running the command will reset Cisco ISE to the factory configuration. Found this article interesting? Follow us on Twitter  and LinkedIn to read more exclusive content we post. SHARE    
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  • RuneScape studio Jagex lays off an undisclosed number of 'non-player facing' staff

    RuneScape developer Jagex has laid off an undisclosed number of staff from 'non-game development roles, which was confirmed today by the studio.Reported by PCGamer, the layoffs first came to light on the RuneScape subreddit, with users noticing moderators missing all of a sudden. A mod that goes by Hooli replied to the thread mentioning the job cuts. They added that the majority of the layoffs were "from non-game dev and non-player facing areas," adding that the roadmap for RuneSpace: Dragonwilds, which launched into Steam early access two months ago, “won’t change because of these job reductions.”“We’ll continue the great path we've been on with our content,” Hooli added."Changes to operational structure" at JagexAccording to the studio, the layoffs, presented as “changes to our operational structure,” were part of a strategy to build “the best experiences for players and grow the RuneScape community.” The goals are to “reduce complexity, increase agility, and ensure we are fully focused on the areas that matter most-our games, our players, and our future.”While Jagex declined to disclose the exact number of employees affected, it says the vast majority are within the operations and administrative support teams.Related:“We recognize that any change of this nature is difficult, and we are committed to supporting all impacted employees throughout the transition,” the company addded, although it didn’t share specifics about how it plans to provide support.Jagex reported profit growth for the seventh year in a row at the end of 2022, four years after shutting down RuneScape Classic, ending a 17-year-old run. The studio was then acquired by private equity firms CVC Capital and Haveli Investments in February 2024. A month later, CEO Phil Mansell departed the studio after eight years. CVC Capital advisor and Jagex board member Jon Bellami then took helm of the studio.
    #runescape #studio #jagex #lays #off
    RuneScape studio Jagex lays off an undisclosed number of 'non-player facing' staff
    RuneScape developer Jagex has laid off an undisclosed number of staff from 'non-game development roles, which was confirmed today by the studio.Reported by PCGamer, the layoffs first came to light on the RuneScape subreddit, with users noticing moderators missing all of a sudden. A mod that goes by Hooli replied to the thread mentioning the job cuts. They added that the majority of the layoffs were "from non-game dev and non-player facing areas," adding that the roadmap for RuneSpace: Dragonwilds, which launched into Steam early access two months ago, “won’t change because of these job reductions.”“We’ll continue the great path we've been on with our content,” Hooli added."Changes to operational structure" at JagexAccording to the studio, the layoffs, presented as “changes to our operational structure,” were part of a strategy to build “the best experiences for players and grow the RuneScape community.” The goals are to “reduce complexity, increase agility, and ensure we are fully focused on the areas that matter most-our games, our players, and our future.”While Jagex declined to disclose the exact number of employees affected, it says the vast majority are within the operations and administrative support teams.Related:“We recognize that any change of this nature is difficult, and we are committed to supporting all impacted employees throughout the transition,” the company addded, although it didn’t share specifics about how it plans to provide support.Jagex reported profit growth for the seventh year in a row at the end of 2022, four years after shutting down RuneScape Classic, ending a 17-year-old run. The studio was then acquired by private equity firms CVC Capital and Haveli Investments in February 2024. A month later, CEO Phil Mansell departed the studio after eight years. CVC Capital advisor and Jagex board member Jon Bellami then took helm of the studio. #runescape #studio #jagex #lays #off
    WWW.GAMEDEVELOPER.COM
    RuneScape studio Jagex lays off an undisclosed number of 'non-player facing' staff
    RuneScape developer Jagex has laid off an undisclosed number of staff from 'non-game development roles, which was confirmed today by the studio.Reported by PCGamer, the layoffs first came to light on the RuneScape subreddit, with users noticing moderators missing all of a sudden. A mod that goes by Hooli replied to the thread mentioning the job cuts. They added that the majority of the layoffs were "from non-game dev and non-player facing areas," adding that the roadmap for RuneSpace: Dragonwilds, which launched into Steam early access two months ago, “won’t change because of these job reductions.”“We’ll continue the great path we've been on with our content,” Hooli added."Changes to operational structure" at JagexAccording to the studio (via a statement sent to PCGamer), the layoffs, presented as “changes to our operational structure,” were part of a strategy to build “the best experiences for players and grow the RuneScape community.” The goals are to “reduce complexity, increase agility, and ensure we are fully focused on the areas that matter most-our games, our players, and our future.”While Jagex declined to disclose the exact number of employees affected, it says the vast majority are within the operations and administrative support teams.Related:“We recognize that any change of this nature is difficult, and we are committed to supporting all impacted employees throughout the transition,” the company addded, although it didn’t share specifics about how it plans to provide support.Jagex reported profit growth for the seventh year in a row at the end of 2022, four years after shutting down RuneScape Classic, ending a 17-year-old run. The studio was then acquired by private equity firms CVC Capital and Haveli Investments in February 2024. A month later, CEO Phil Mansell departed the studio after eight years. CVC Capital advisor and Jagex board member Jon Bellami then took helm of the studio.
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