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by former members of Google Brain and Google X who helped pioneer AI for the physical world, and developed the leading ML frameworks for Probabilistic and Quantum AI. The infrastructure powering AI models was never designed with today’s scale, complexity, or energy demands in mind. Today's general-purpose architectures underutilize the physical potential of the hardware itself. By aligning hardware design with the intrinsic properties of physical systems, we can transform efficiency. We believe that exploring the limits of new and custom silicon, including those which optimize their own physics, requires the help of AI, better EDA software, and ultimately the realization of a virtuous cycle of self-improving AI hardware. We deliver our software and hardware with the largest semiconductor design and manufacturing institutions, a responsibility which entails individual ownership and deep partnership. We are a diverse, lean team of the world's best engineers, scientists, and operators, with offices in New York City, San Francisco, London, and Copenhagen.","Let's talk Menu [ ](\u002F) [ About ](\u002Fabout)[ Research ](\u002Fresearch)[ Writing ](\u002Fblog)[ Solutions - EDA ](\u002Fsolutions\u002Feda)[ Solutions - ASICS ](\u002Fsolutions\u002Fasics)[ Careers ](https:\u002F\u002Fjobs.ashbyhq.com\u002FNormalComputing) [ ](https:\u002F\u002Fx.com\u002FNormalComputing?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)[ ](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fnormal-computing-corporation)[ ](https:\u002F\u002Fgithub.com\u002Fnormal-computing)[ ](mailto:info@normalcomputing.ai?subject=Requesting%20Information%20on%20Normal%20Computing)[ ](https:\u002F\u002Fdiscord.com\u002Finvite\u002Fnormal-computing) LET’S TALKLET’S TALK 1 LET’S TALK © 2026 Normal Computing Corp. ‍ Privacy Policy | Terms & Conditions Sign up for the latest news & Insights Thank you! Your submission has been received. Oops! Something went wrong while submitting the form. LET’S TALKLET’S TALK 1 LET’S TALK [ ](\u002F) [ ](\u002F) [ About ](\u002Fabout)[ Research ](\u002Fresearch)[ Writing ](\u002Fblog)[ Solutions - EDA ](\u002Fsolutions\u002Feda)[ Solutions - ASICS ](\u002Fsolutions\u002Fasics)[ Careers ](https:\u002F\u002Fjobs.ashbyhq.com\u002FNormalComputing) Let's talkLet's talk 1 Let's talk Let's talk Menu Accelerate verification for the most complex chip designs. Scale custom silicon. AboutAbout 1 About NORMAL EDA AI-accelerated co-design for silicon engineering teams. Structured representations of the chip The Ontology grounds downstream collateral generation in a source of truth. %20(1)%201.webp) Intelligent Verification Planning Normal EDA structures its understanding of specification documents into a hierarchical test plan with traceability between source docs and tests. %201.webp) Generate Stimulus Convert the test cases into System Verilog stimulus, run simulations, and track coverage within Normal CLI. %204.webp) Normal EDA builds an understanding of your design intent and uses it to generate, verify, and optimize engineering artifacts — learning continuously from your team's feedback. NORMAL ASICs Normal’s physics-based ASICs relax the assumptions made in traditional computing, allowing for stochastic, stateful, and asynchronous computing, unlocking orders-of-magnitude more efficient compute. As Normal EDA makes the chip design process look more like software, Normal ASICs explores what that new paradigm makes possible - applying AI to silicon and silicon to AI to enable ultra efficient ASICs for every workload. THE CO-DESIGN ERA We envision a world where software and silicon share the same physics, fundamentally changing how hardware is built. Hardware applications We believe that ASICs of the future will converge with physics. Cutting-edge GenAI models already look like dynamical equations of physical systems. The most effective hardware will be built to reflect those same principles. The semiconductor industry’s leading companies use Normal EDA to scale new hardware and enable 2x faster time-to-market GET in TouchGET in Touch 1 GET in Touch Writing Insights & breakthroughs, shaping the future of computing. All postsAll posts 1 All posts 4.23.2026 Manual translation of chip standards into verification artifacts is a major bottleneck in chip design. DRAMBench, developed by Normal Computing and Fraunhofer IESE, benchmarks AI systems that turn natural language DRAM specifications into timed Petri net models. From Specifications to Formal Models: Autoformalizing Memory Chips with DRAMBench Read moreRead more 1 Read more Research All 3.25.2026 Fortune Exclusive: Normal Computing raises $50M from Samsung Catalyst to tackle soaring AI chip costs and power demands Read moreRead more 1 Read more Press All 3.25.2026 Normal Computing Raises $50M Led By Samsung Catalyst to Accelerate Silicon Design and Solve AI Hardware Energy Crisis Read moreRead more 1 Read more Announcements All 3.2.2026 How one Normal engineer used AI agents to build a practical verification toolchain on top of CIRCT: simulation, formal verification, mutation testing, and more. Building an Open-Source Verilog Simulator with AI: 580K Lines in 43 Days Read moreRead more 1 Read more Engineering All 1.12.2026 A Complete Decomposition of Stochastic Differential Equations Read moreRead more 1 Read more Research All [ ](\u002F) [ About ](\u002Fabout)[ Research ](\u002Fresearch)[ Writing ](\u002Fblog)[ Solutions - EDA ](\u002Fsolutions\u002Feda)[ Solutions - ASICS ](\u002Fsolutions\u002Fasics)[ Careers ](https:\u002F\u002Fjobs.ashbyhq.com\u002FNormalComputing) [ ](https:\u002F\u002Fx.com\u002FNormalComputing?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)[ ](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fnormal-computing-corporation)[ ](https:\u002F\u002Fgithub.com\u002Fnormal-computing)[ ](mailto:info@normalcomputing.ai?subject=Requesting%20Information%20on%20Normal%20Computing)[ ](https:\u002F\u002Fdiscord.com\u002Finvite\u002Fnormal-computing) LET’S TALKLET’S TALK 1 LET’S TALK © 2026 Normal Computing Corp. ‍ Privacy Policy | Terms & Conditions Sign up for the latest news & Insights Thank you! 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By developing advanced ML frameworks for probabilistic and quantum AI alongside specialized EDA software, they aim to break the efficiency bottlenecks of general-purpose computing architectures. Their mission is to create a virtuous cycle where AI-driven design leads to hardware that optimizes its own physical properties, enabling the next generation of mission-critical production systems.\n\nThe visual identity is unapologetically sophisticated, utilizing a high-contrast, editorial design language that signals authority and intellectual depth. The website employs massive, bold typography paired with a minimalist, dark-mode aesthetic to command attention. Complex data visualizations and technical schematics are integrated seamlessly, serving both as functional proof of their technical prowess and as striking graphic elements that appeal to a highly specialized audience of engineers, scientists, and hardware architects.",[466,252,30],"Clean \u002F Minimalist",[],[297,469,470],"Diatype Mono","Tobias",[80],[473,475,476,478],{"score":474,"category":95},83,{"score":474,"category":98},{"score":477,"category":101},100,{"score":206,"category":104},[480,481,482,483],{"score":164,"category":95},{"score":105,"category":98},{"score":477,"category":101},{"score":206,"category":104},[114,126,485,122],"blue","Website: Normal Computing. Page: Homepage. Page type: Home \u002F Landing Page. Page title: Home. Page description: Normal Computing was founded in the USA by former members of Google Brain and Google X who helped pioneer AI for the physical world, and developed the leading ML frameworks for Probabilistic and Quantum AI. The infrastructure powering AI models was never designed with today’s scale, complexity, or energy demands in mind. Today's general-purpose architectures underutilize the physical potential of the hardware itself. By aligning hardware design with the intrinsic properties of physical systems, we can transform efficiency. We believe that exploring the limits of new and custom silicon, including those which optimize their own physics, requires the help of AI, better EDA software, and ultimately the realization of a virtuous cycle of self-improving AI hardware. We deliver our software and hardware with the largest semiconductor design and manufacturing institutions, a responsibility which entails individual ownership and deep partnership. We are a diverse, lean team of the world's best engineers, scientists, and operators, with offices in New York City, San Francisco, London, and Copenhagen.. Page content: Let's talk Menu [ ](\u002F) [ About ](\u002Fabout)[ Research ](\u002Fresearch)[ Writing ](\u002Fblog)[ Solutions - EDA ](\u002Fsolutions\u002Feda)[ Solutions - ASICS ](\u002Fsolutions\u002Fasics)[ Careers ](https:\u002F\u002Fjobs.ashbyhq.com\u002FNormalComputing) [ ](https:\u002F\u002Fx.com\u002FNormalComputing?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)[ ](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fnormal-computing-corporation)[ ](https:\u002F\u002Fgithub.com\u002Fnormal-computing)[ ](mailto:info@normalcomputing.ai?subject=Requesting%20Information%20on%20Normal%20Computing)[ ](https:\u002F\u002Fdiscord.com\u002Finvite\u002Fnormal-computing) LET’S TALKLET’S TALK 1 LET’S TALK © 2026 Normal Computing Corp. ‍ Privacy Policy | Terms & Conditions Sign up for the latest news & Insights Thank you! Your submission has been received. Oops! Something went wrong while submitting the form. LET’S TALKLET’S TALK 1 LET’S TALK [ ](\u002F) [ ](\u002F) [ About ](\u002Fabout)[ Research ](\u002Fresearch)[ Writing ](\u002Fblog)[ Solutions - EDA ](\u002Fsolutions\u002Feda)[ Solutions - ASICS ](\u002Fsolutions\u002Fasics)[ Careers ](https:\u002F\u002Fjobs.ashbyhq.com\u002FNormalComputing) Let's talkLet's talk 1 Let's talk Let's talk Menu Accelerate verification for the most complex chip designs. Scale custom silicon. AboutAbout 1 About NORMAL EDA AI-accelerated co-design for silicon engineering teams. Structured representations of the chip The Ontology grounds downstream collateral generation in a source of truth. %20(1)%201.webp) Intelligent Verification Planning Normal EDA structures its understanding of specification documents into a hierarchical test plan with traceability between source docs and tests. %201.webp) Generate Stimulus Convert the test cases into System Verilog stimulus, run simulations, and track coverage within Normal CLI. %204.webp) Normal EDA builds an understanding of your design intent and uses it to generate, verify, and optimize engineering artifacts — learning continuously from your team's feedback. NORMAL ASICs Normal’s physics-based ASICs relax the assumptions made in traditional computing, allowing for stochastic, stateful, and asynchronous computing, unlocking orders-of-magnitude more efficient compute. As Normal EDA makes the chip design process look more like software, Normal ASICs explores what that new paradigm makes possible - applying AI to silicon and silicon to AI to enable ultra efficient ASICs for every workload. THE CO-DESIGN ERA We envision a world where software and silicon share the same physics, fundamentally changing how hardware is built. Hardware applications We believe that ASICs of the future will converge with physics. Cutting-edge GenAI models already look like dynamical equations of physical systems. The most effective hardware will be built to reflect those same principles. The semiconductor industry’s leading companies use Normal EDA to scale new hardware and enable 2x faster time-to-market GET in TouchGET in Touch 1 GET in Touch Writing Insights & breakthroughs, shaping the future of computing. All postsAll posts 1 All posts 4.23.2026 Manual translation of chip standards into verification artifacts is a major bottleneck in chip design. DRAMBench, developed by Normal Computing and Fraunhofer IESE, benchmarks AI systems that turn natural language DRAM specifications into timed Petri net models. From Specifications to Formal Models: Autoformalizing Memory Chips with DRAMBench Read moreRead more 1 Read more Research All 3.25.2026 Fortune Exclusive: Normal Computing raises $50M from Samsung Catalyst to tackle soaring AI chip costs and power demands Read moreRead more 1 Read more Press All 3.25.2026 Normal Computing Raises $50M Led By Samsung Catalyst to Accelerate Silicon Design and Solve AI Hardware Energy Crisis Read moreRead more 1 Read more Announcements All 3.2.2026 How one Normal engineer used AI agents to build a practical verification toolchain on top of CIRCT: simulation, formal verification, mutation testing, and more. Building an Open-Source Verilog Simulator with AI: 580K Lines in 43 Days Read moreRead more 1 Read more Engineering All 1.12.2026 A Complete Decomposition of Stochastic Differential Equations Read moreRead more 1 Read more Research All [ ](\u002F) [ About ](\u002Fabout)[ Research ](\u002Fresearch)[ Writing ](\u002Fblog)[ Solutions - EDA ](\u002Fsolutions\u002Feda)[ Solutions - ASICS ](\u002Fsolutions\u002Fasics)[ Careers ](https:\u002F\u002Fjobs.ashbyhq.com\u002FNormalComputing) [ ](https:\u002F\u002Fx.com\u002FNormalComputing?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)[ ](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fnormal-computing-corporation)[ ](https:\u002F\u002Fgithub.com\u002Fnormal-computing)[ ](mailto:info@normalcomputing.ai?subject=Requesting%20Information%20on%20Normal%20Computing)[ ](https:\u002F\u002Fdiscord.com\u002Finvite\u002Fnormal-computing) LET’S TALKLET’S TALK 1 LET’S TALK © 2026 Normal Computing Corp. ‍ Privacy Policy | Terms & Conditions Sign up for the latest news & Insights Thank you! Your submission has been received. Oops! Something went wrong while submitting the form. LET’S TALKLET’S TALK 1 LET’S TALK [ ](\u002F). A Clean \u002F Minimalist, Dark Mode, Typographic \u002F Big Type website in the Technology & Hardware industry. The overall color palette features White, Black, Blue, Gray. The typography features Diatype (Sans Serif, Dinamo), Diatype Mono (Sans Serif, Dinamo), Tobias (Serif, Displaay). Built using jQuery. AI description: Normal Computing is a high-frontier deep tech company focused on the intersection of AI, physics, and custom silicon. By developing advanced ML frameworks for probabilistic and quantum AI alongside specialized EDA software, they aim to break the efficiency bottlenecks of general-purpose computing architectures. Their mission is to create a virtuous cycle where AI-driven design leads to hardware that optimizes its own physical properties, enabling the next generation of mission-critical production systems. 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Hire thoughtbot, a design and development agency that provides design and development services for mobile and web applications.","When the stakes are high, experience matters Our senior team partners with you to deliver reliable software and strengthen your team, even under complex constraints. [ Let’s talk ](\u002Fhire-us) Featured case study Client logo Your browser does not support the video tag. Your browser does not support the video tag. CloseKnit Health - Product Management - UX, UI, & Product Design - Ruby on Rails How thoughtbot delivered a multi-platform care solution while accelerating release speeds by 10x. Read about how we helped CloseKnit Health > We’ve had eight to ten times improvement in our release speed over a year, and that pace only looks to continue to accelerate. It’s night and day in terms of what we’re able to deliver. A headshot of Matt Thompson, Product Manager, CloseKnit Health Matt Thompson, Product Manager, CloseKnit Health Our services Your expert partners for building mission-driven products We specialize in building and modernizing software where reliability, compliance, and long-term maintainability matter as much as speed. Learn more about our services For every stage of your business - Rapid validation and early product strategy - Building a new product and roadmap planning - Team augmentation and process improvement - DevOps, Cloud, CI\u002FCD Over 1,000+ positive outcomes Our Clients Trusted by teams building software in high-stakes and regulated environments Here are their stories - Real Chemistry logo - Postmates logo - MoMA logo - Groups Recover Together logo - Harvard Business Review logo - LevelUp logo - Lola logo - vimeo logo - Airrosti logo - Digital Ocean logo - Planned Parenthood logo - Everlane logo - Hilton logo - Blinkist logo - Gov.uk logo - Mass Challenge logo - Mailchimp logo - Tile logo - Mindler logo - Merck logo - Harry's logo - BarkBox logo - Kickstarter logo - Disney logo Service Highlight Streamline your workflows with Artificial Intelligence (AI) Reimagine your company's future by developing your own custom Generative AI applications. thoughtbot can help you find opportunities to leverage OpenAI's ChatGPT to streamline internal workflows and stay ahead of the competition. Drive innovation with AI Illustration of a maze with paths combining to a single way out. Client Success Delivering confidently in complex environments [ A cropped view of a person with green pants, focus is on their hand holding a phone. The screen has an article with an area chart image and a title that reads '5 Pillars for Democratizing Data at Your Organization'. A cropped view of a person with green pants, focus is on their hand holding a phone. The screen has an article with an area chart image and a title that reads '5 Pillars for Democratizing Data at Your Organization'. HBR Future-proofing Harvard Business Review to inspire the next generation of global business leaders. ](\u002Fcase-studies\u002FHBR-new-mobile-app)[ Various people sitting at a meeting table. Most people are wearing headphones and all are looking at their own laptops. Various people sitting at a meeting table. Most people are wearing headphones and all are looking at their own laptops. Generative AI Transforming healthcare experiences with artificial intelligence and machine learning ](\u002Fcase-studies\u002Fgenerative-ai)[ CloseKnit logo is centered on a purple background above an illustration of medical professionals. CloseKnit logo is centered on a purple background above an illustration of medical professionals. CloseKnit Health Creating a scalable, multi-platform solution for virtual urgent care ](https:\u002F\u002Fthoughtbot.com\u002Fcase-studies\u002Fcloseknit) > We were so impressed by how collaborative and organized thoughtbot’s cross-functional team was. They were able to work through unexpected challenges with strategic focus. That remained consistent throughout our nine-month engagement. A headshot of Anne Bartholomew Anne Bartholomew Director of Product Management, Harvard Business Review Read the Harvard Business Review case study Our company Purpose-driven teams Our team is driven by our purpose and values; we continually improve our process, do our best work in strong partnerships with you, and transparently share how we work. We now have teammates located throughout the Americas, Europe, West Asia, and Africa enabling us to take on client projects around the world. Learn more about our company Illustration of a compass with silhouettes of people around it. Resources for Designers, Developers, and Leaders Reap the rewards of everything we’ve learned while building successful products Tech Leadership A quick-library to help your team level up processes and decision-making. Dive into our resources Design Sprint Guide Our guide to conducting and facilitating Product Design Sprints. Start your sprint Upcase Become an experienced developer and take “junior” out of your title. Learn from the experts Our Playbook Our documented approach to making successful web and mobile products. Discover a better way of working Our Blog The latest design, development, and product tools, techniques and more. Stay current on best practices Giant Robots Smashing Into Other Giant Robots Podcast A podcast about the design, development, and business of great software. Listen and subscribe What does success look like for your project? 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Page content: When the stakes are high, experience matters Our senior team partners with you to deliver reliable software and strengthen your team, even under complex constraints. [ Let’s talk ](\u002Fhire-us) Featured case study Client logo Your browser does not support the video tag. Your browser does not support the video tag. CloseKnit Health - Product Management - UX, UI, & Product Design - Ruby on Rails How thoughtbot delivered a multi-platform care solution while accelerating release speeds by 10x. Read about how we helped CloseKnit Health > We’ve had eight to ten times improvement in our release speed over a year, and that pace only looks to continue to accelerate. It’s night and day in terms of what we’re able to deliver. A headshot of Matt Thompson, Product Manager, CloseKnit Health Matt Thompson, Product Manager, CloseKnit Health Our services Your expert partners for building mission-driven products We specialize in building and modernizing software where reliability, compliance, and long-term maintainability matter as much as speed. Learn more about our services For every stage of your business - Rapid validation and early product strategy - Building a new product and roadmap planning - Team augmentation and process improvement - DevOps, Cloud, CI\u002FCD Over 1,000+ positive outcomes Our Clients Trusted by teams building software in high-stakes and regulated environments Here are their stories - Real Chemistry logo - Postmates logo - MoMA logo - Groups Recover Together logo - Harvard Business Review logo - LevelUp logo - Lola logo - vimeo logo - Airrosti logo - Digital Ocean logo - Planned Parenthood logo - Everlane logo - Hilton logo - Blinkist logo - Gov.uk logo - Mass Challenge logo - Mailchimp logo - Tile logo - Mindler logo - Merck logo - Harry's logo - BarkBox logo - Kickstarter logo - Disney logo Service Highlight Streamline your workflows with Artificial Intelligence (AI) Reimagine your company's future by developing your own custom Generative AI applications. thoughtbot can help you find opportunities to leverage OpenAI's ChatGPT to streamline internal workflows and stay ahead of the competition. Drive innovation with AI Illustration of a maze with paths combining to a single way out. Client Success Delivering confidently in complex environments [ A cropped view of a person with green pants, focus is on their hand holding a phone. The screen has an article with an area chart image and a title that reads '5 Pillars for Democratizing Data at Your Organization'. A cropped view of a person with green pants, focus is on their hand holding a phone. The screen has an article with an area chart image and a title that reads '5 Pillars for Democratizing Data at Your Organization'. HBR Future-proofing Harvard Business Review to inspire the next generation of global business leaders. ](\u002Fcase-studies\u002FHBR-new-mobile-app)[ Various people sitting at a meeting table. Most people are wearing headphones and all are looking at their own laptops. Various people sitting at a meeting table. Most people are wearing headphones and all are looking at their own laptops. Generative AI Transforming healthcare experiences with artificial intelligence and machine learning ](\u002Fcase-studies\u002Fgenerative-ai)[ CloseKnit logo is centered on a purple background above an illustration of medical professionals. CloseKnit logo is centered on a purple background above an illustration of medical professionals. CloseKnit Health Creating a scalable, multi-platform solution for virtual urgent care ](https:\u002F\u002Fthoughtbot.com\u002Fcase-studies\u002Fcloseknit) > We were so impressed by how collaborative and organized thoughtbot’s cross-functional team was. They were able to work through unexpected challenges with strategic focus. That remained consistent throughout our nine-month engagement. A headshot of Anne Bartholomew Anne Bartholomew Director of Product Management, Harvard Business Review Read the Harvard Business Review case study Our company Purpose-driven teams Our team is driven by our purpose and values; we continually improve our process, do our best work in strong partnerships with you, and transparently share how we work. We now have teammates located throughout the Americas, Europe, West Asia, and Africa enabling us to take on client projects around the world. Learn more about our company Illustration of a compass with silhouettes of people around it. Resources for Designers, Developers, and Leaders Reap the rewards of everything we’ve learned while building successful products Tech Leadership A quick-library to help your team level up processes and decision-making. Dive into our resources Design Sprint Guide Our guide to conducting and facilitating Product Design Sprints. Start your sprint Upcase Become an experienced developer and take “junior” out of your title. Learn from the experts Our Playbook Our documented approach to making successful web and mobile products. Discover a better way of working Our Blog The latest design, development, and product tools, techniques and more. Stay current on best practices Giant Robots Smashing Into Other Giant Robots Podcast A podcast about the design, development, and business of great software. Listen and subscribe What does success look like for your project? Let’s chat. A Clean \u002F Minimalist, Dark Mode, Typographic \u002F Big Type, Vibrant \u002F Colorful website in the Agency & Studio industry. The overall color palette features Black, Gray, White, Teal, Red. The typography features Inter (Sans Serif), Inter (Sans Serif). Built using Stimulus. AI description: thoughtbot is a premier design and development agency specializing in building high-stakes web and mobile products. By positioning themselves as senior partners rather than mere vendors, they cater to established enterprises and ambitious startups that require deep technical expertise in Ruby on Rails, AI, and product strategy. The site effectively communicates a sense of reliability and high-level craftsmanship, targeting decision-makers who value experience and proven results. The visual identity is modern, bold, and highly energetic, utilizing a sophisticated dark mode aesthetic. The design leverages large, impactful typography and a vibrant color palette of corals, teals, and purples to create a sense of personality and technical flair. Asymmetric layouts and organic, rounded image masks break away from traditional corporate stiffness, signaling a studio that is both technically rigorous and creatively forward-thinking.",{"id":619,"website_id":620,"page_id":619,"name":621,"slug":622,"url":623,"website_name":621,"website_slug":622,"website_url":624,"result_url":623,"fetched_at":625,"score":326,"score_boost":355,"ai_score":218,"freshness_score":626,"scored_at":627,"page_name":40,"page_url":623,"page_title":628,"page_description":629,"page_content":630,"page_sort":355,"is_home":361,"is_home_rank":362,"page_type_id":363,"page_type_name":47,"cover":631,"cover_mobile":634,"cover_sequence":636,"translations":727,"industry":730,"styles":731,"credits":732,"font_families":733,"technologies":734,"pagespeed":735,"pagespeed_mobile":741,"buckets":746,"search_payload":747},"493c7fd2-388f-417f-b8a5-55e91c0424be","e95bcc29-a03e-4909-be8c-cfdcf299342f","Shift Nudge","shift-nudge","https:\u002F\u002Fshiftnudge.com\u002F","https:\u002F\u002Fshiftnudge.com","2026-05-04T15:51:30.000Z",1777909890,"2026-05-24T20:59:05.000Z","Shift Nudge - Professional Interface Design Training","Professional interface design training for working designers. A proven framework that helps you articulate design decisions, execute your taste, and finish work to the level it deserves.","Skip to main content Menu PortfolioTeamsReviewsResourcesNewsletter Apply Shift Nudge Professional interface design training for working designers. A proven framework that helps you articulate design decisions, execute your taste, and finish work to the level it deserves. ↓ Next Live Training10D 02H 11M 56S 10D 02H 11M 56S [ → Apply →→→ ](\u002Fapply) Trusted by the world's best design teams. Figma, Google, Microsoft, Pentagram, and other leading companies, plus thousands of designers worldwide rely on Shift Nudge for professional interface design training. OpenAI logo Figma logo Google logo Microsoft logo Netflix logo Pentagram logo YouTube logo Apple logo [ Christina Campbell Christina Campbell Design Operations Lead Adobe Two years ago, I had this overwhelming urge to create and define something meaningful to me, not just define myself by being an employee of a larger company. I committed to the journey, completed design boot camp and Shift Nudge, and I'm still learning daily. There's beauty in the growth process. ](https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Fchristinaecampbell_productdesign-uxdesign-appredesign-activity-7325960354457440256-aF91?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAFkrxEBLYTmK4eARy4gyY7VXtg0cchEd14) [ Brad Weaver Brad Weaver Head of Product Design Valence Matt is without a doubt one of the best minds working in Product Design. He's one of my most respected colleagues. Flat out, he knows his stuff. Recommend this to your students or anyone wanting to enter or advance in the field. ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fsbradweaver\u002F) [ Diana Gordon Diana Gordon UX Product Designer Mayo Clinic Form does not need to follow function. I'm consistently working on refining my visual design skills, something that I view as a life-long journey. I recently finished chipping away at the most comprehensive visual design course I have ever taken: Shift Nudge. Thanks Matt D. Smith for such a thoughtful and efficient way to level up UI! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fdianaglozman\u002F) [ Caden Damiano Caden Damiano Staff Product Designer BILL I spent 6 months practicing and being coached by MDS on improving my gaps in UI design. I doubled my income within a couple of years of doing Shift Nudge. Turns out a strong command of visual communication and UI is a valuable skillset in the industry. ](https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Fcaden-damiano_i-used-to-think-that-i-needed-to-be-my-own-activity-6968946864289173504-wCFg) [ Farah Lababidi Farah Lababidi UX Designer Amoux I made a decision to sharpen my craft by going back to the fundamentals with Shift Nudge. These aren't just lessons to check off, they're habits I'm already carrying into real projects. With stronger fundamentals, I design faster, more confidently, and with fewer revisions. Typography, hierarchy, process hygiene. They make the difference between 'good enough' and professional. ](https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Ffarah-lababidi_uidesign-shiftnudge-typography-activity-7373362481081102336-yzMO?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAFkrxEBLYTmK4eARy4gyY7VXtg0cchEd14) [ Joel Hooks Joel Hooks Head of Education Vercel I'm a bit of an online course sommelier & collector, and this is not only the best visual design course I've been exposed to, but also structurally and from an instructional design perspective it is world class. ](https:\u002F\u002Ftwitter.com\u002Fjhooks\u002Fstatus\u002F1375997285549531137) [ Femke van Schoonhoven Femke van Schoonhoven Design Lead Gusto Seriously the best course I can recommend for those wanting to get into UX Design. Shift Nudge is a game-changer for aspiring designers. ](https:\u002F\u002Ftwitter.com\u002Ffemkesvs\u002Fstatus\u002F1303809638899634178) [ Mike Gonzalez Mike Gonzalez Design Engineer vidIQ Just met MDS at Config! Shift Nudge leveled up my craft and equipped me with the confidence to land my first product design role. I appreciate you, Matt! ](https:\u002F\u002Ftwitter.com\u002Fmikeagonz\u002Fstatus\u002F1671967730440998913) [ → More reviews →→→ ](\u002Freviews) Shift Nudge is for working designers who can complete projects but struggle with visual craft execution. Whether you're self-taught without formal foundations, or experienced but never learned a systematic approach, this framework turns uncertainty into confident decisions. In the new world of AI, this is even more important. When anyone can generate a layout, the designers who advance are those with refined judgment about what makes it work. Strong craft isn't optional anymore. It's the differentiator that comes from a clear system for design decisions. - Turn scattered knowledge into a systematic process - Understand the WHY behind every design decision - Apply learnings immediately to day-to-day work - Build confidence through repeatable frameworks Framework A proven system for confident design. This methodology underlies professional interface design and is used by working designers at leading companies. Foundation Strategic approaches to typography, layout, and color that eliminate guesswork. Advanced Application Style, elements, and tactics for enterprise systems and workflows. Professional Development Ongoing mentorship through workshops, critique, and a community advancing together. 8+ Weeks 5+ Hours\u002Fweek 8 Modules 1 Year of critiques [ → View schedule →→→ ](\u002Fschedules\u002F8) Method A clear, step-by-step process that removes guesswork from design decisions. Access the complete methodology and foundational principles that apply across any platform, tool, or challenge. Apply the system through self-paced study and live mentorship. Advance your skills in 8+ weeks and continue with feedback and professional support for a full year. [ Abeer Qamer Abeer Qamer Product Designer Independent I just discovered Shift Nudge and fell in love with it. The course structure is really amazing! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fabeerqamer\u002F) [ Adam Waxman Adam Waxman Staff Product Manager SeatGeek The content and production quality of this course is next level. HIGHLY recommend for anyone looking to level up their interface design skills. ](https:\u002F\u002Ftwitter.com\u002Fajwaxman\u002Fstatus\u002F1748058756628226504) [ Ahmad Galal Ahmad Galal Director of Experience Independent Hands down the best interface design course out there! Can't recommend this course enough. ](https:\u002F\u002Ftwitter.com\u002FAhmadGalal\u002Fstatus\u002F1297985732636807168) [ Akanksha Gupta Akanksha Gupta Sr. Content Designer Freelance Shift Nudge was an excellent reset on the fundamentals. It forced me to slow down and figure out why certain layouts feel balanced, why some typography choices make content easier to scan, and how spacing alone can change how information is understood. ](https:\u002F\u002Fwww.linkedin.com\u002Ffeed\u002Fupdate\u002Furn:li:activity:7434209984873185280\u002F) [ Akee Kazi Akee Kazi Product Designer Webflow I 100% recommend Shift Nudge! I'm a self-taught designer and it's helped me improve my design process so much. Plus the critique vault for all the homework is a great way to check your work. ](https:\u002F\u002Fx.com\u002Fakeekazi\u002Fstatus\u002F1410267825390952452) [ Amit Singh Amit Singh Staff Content Designer Intuit To truly own the user experience, content designers need to speak the language of pixels and interaction just as fluently as we speak information hierarchy and content strategy. Shift Nudge gave me that. ](https:\u002F\u002Fwww.linkedin.com\u002Ffeed\u002Fupdate\u002Furn:li:ugcPost:7434149133340565504\u002F) [ Anipier Bérubé Anipier Bérubé Product Owner Folks Just wanted to tell you how happy I am that I found your class. It's short, clean, clear, and organized. Thank you so much! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fanipier-b%C3%A9rub%C3%A9-4523b538\u002F) [ Arjen Harris Arjen Harris Product Leader Independent Just wanted to say I really appreciate the elaborate feedback on the homework man, really makes the course shine! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Farjenharris\u002F) Founder Matt D. Smith (@mds) Design and AI. Twenty years leading projects for startups and global brands. Creator of the Float Label pattern, adopted by Apple and Google. Founder of Shift Nudge, training designers to lead with clarity and craft. [ → Profile →→→ ](\u002Fmds) Apply Professional development that leads to career advancement and leadership positions. Members have landed dream roles, increased their salaries, and advanced to Senior Designers, Design Leads, and Heads of Design at leading tech companies and startups. \\*Individual results may vary. - Proven framework for confident design decisions - Complete design training across 8 modules - Go at your own pace with schedule options - Community of 4K+ designers from companies like Figma, Google, Netflix, Canva, Pentagram, Dropbox - Critique vault with 1K+ design reviews - Bi-weekly live workshops with MDS for 12 months [ → Apply →→→ ](\u002Fapply) FAQS +How does the critique and feedback process work? Submit your work and attend regularly scheduled group live calls for feedback and critique. Members are encouraged to participate in reviewing each other's work as well. Additional feedback is delivered in the community via recorded video. All calls are recorded so you can participate on your schedule. +How is this different from other design education? Shift Nudge focuses on proven frameworks rather than scattered tutorials. You'll learn the underlying principles that enable confident decision-making across any project, not just how to follow steps. +How much time does this require each week? The training is designed for 5 hours per week over 8 weeks. This includes video lessons, practice exercises, and community participation. The pace is flexible so you can work ahead or take more time as needed. +Will this help me build a stronger portfolio? Yes. Every lesson includes a design exercise. Later exercises chain together into complete interface projects. These are portfolio-worthy projects that can demonstrate methodical thinking and craft. +What level of design experience do I need? Familiarity with a design tool is the only requirement. Working designers at any stage benefit from this training. Whether building foundations early in your career, refining your approach mid-level, or strengthening visual execution as a senior designer, the framework applies. +Can I get an invoice with company details? Yes. Whether you need an invoice before purchase, for company approval, or a receipt after purchase, for expense reporting, we can provide documentation with your company information. +How much does Shift Nudge cost? Membership is $1997\u002Fyr USD, billed annually. Contact us for alternative payment arrangements. 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Through a structured framework and mentorship, the site offers working designers the tools to move beyond guesswork, helping them articulate design decisions and execute high-level visual craft with precision.\n\nThe visual identity is sophisticated and high-impact, utilizing a striking dark mode aesthetic paired with bold, oversized typography. The design language is minimalist yet authoritative, employing a monochromatic base with strategic pops of vibrant pink to guide user attention. The use of geometric abstractions and a clean, structured layout communicates a sense of modern professionalism and technical mastery, perfectly resonating with an audience of ambitious design professionals.","Education & Courses",[466,252,30],[],[305],[271,266,267,268],[736,737,739,740],{"score":477,"category":95},{"score":738,"category":98},99,{"score":477,"category":101},{"score":477,"category":104},[742,743,744,745],{"score":205,"category":95},{"score":738,"category":98},{"score":477,"category":101},{"score":477,"category":104},[126,114,122,616],"Website: Shift Nudge. Page: Homepage. Page type: Home \u002F Landing Page. Page title: Shift Nudge - Professional Interface Design Training. Page description: Professional interface design training for working designers. A proven framework that helps you articulate design decisions, execute your taste, and finish work to the level it deserves.. Page content: Skip to main content Menu PortfolioTeamsReviewsResourcesNewsletter Apply Shift Nudge Professional interface design training for working designers. A proven framework that helps you articulate design decisions, execute your taste, and finish work to the level it deserves. ↓ Next Live Training10D 02H 11M 56S 10D 02H 11M 56S [ → Apply →→→ ](\u002Fapply) Trusted by the world's best design teams. Figma, Google, Microsoft, Pentagram, and other leading companies, plus thousands of designers worldwide rely on Shift Nudge for professional interface design training. OpenAI logo Figma logo Google logo Microsoft logo Netflix logo Pentagram logo YouTube logo Apple logo [ Christina Campbell Christina Campbell Design Operations Lead Adobe Two years ago, I had this overwhelming urge to create and define something meaningful to me, not just define myself by being an employee of a larger company. I committed to the journey, completed design boot camp and Shift Nudge, and I'm still learning daily. There's beauty in the growth process. ](https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Fchristinaecampbell_productdesign-uxdesign-appredesign-activity-7325960354457440256-aF91?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAFkrxEBLYTmK4eARy4gyY7VXtg0cchEd14) [ Brad Weaver Brad Weaver Head of Product Design Valence Matt is without a doubt one of the best minds working in Product Design. He's one of my most respected colleagues. Flat out, he knows his stuff. Recommend this to your students or anyone wanting to enter or advance in the field. ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fsbradweaver\u002F) [ Diana Gordon Diana Gordon UX Product Designer Mayo Clinic Form does not need to follow function. I'm consistently working on refining my visual design skills, something that I view as a life-long journey. I recently finished chipping away at the most comprehensive visual design course I have ever taken: Shift Nudge. Thanks Matt D. Smith for such a thoughtful and efficient way to level up UI! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fdianaglozman\u002F) [ Caden Damiano Caden Damiano Staff Product Designer BILL I spent 6 months practicing and being coached by MDS on improving my gaps in UI design. I doubled my income within a couple of years of doing Shift Nudge. Turns out a strong command of visual communication and UI is a valuable skillset in the industry. ](https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Fcaden-damiano_i-used-to-think-that-i-needed-to-be-my-own-activity-6968946864289173504-wCFg) [ Farah Lababidi Farah Lababidi UX Designer Amoux I made a decision to sharpen my craft by going back to the fundamentals with Shift Nudge. These aren't just lessons to check off, they're habits I'm already carrying into real projects. With stronger fundamentals, I design faster, more confidently, and with fewer revisions. Typography, hierarchy, process hygiene. They make the difference between 'good enough' and professional. ](https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Ffarah-lababidi_uidesign-shiftnudge-typography-activity-7373362481081102336-yzMO?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAFkrxEBLYTmK4eARy4gyY7VXtg0cchEd14) [ Joel Hooks Joel Hooks Head of Education Vercel I'm a bit of an online course sommelier & collector, and this is not only the best visual design course I've been exposed to, but also structurally and from an instructional design perspective it is world class. ](https:\u002F\u002Ftwitter.com\u002Fjhooks\u002Fstatus\u002F1375997285549531137) [ Femke van Schoonhoven Femke van Schoonhoven Design Lead Gusto Seriously the best course I can recommend for those wanting to get into UX Design. Shift Nudge is a game-changer for aspiring designers. ](https:\u002F\u002Ftwitter.com\u002Ffemkesvs\u002Fstatus\u002F1303809638899634178) [ Mike Gonzalez Mike Gonzalez Design Engineer vidIQ Just met MDS at Config! Shift Nudge leveled up my craft and equipped me with the confidence to land my first product design role. I appreciate you, Matt! ](https:\u002F\u002Ftwitter.com\u002Fmikeagonz\u002Fstatus\u002F1671967730440998913) [ → More reviews →→→ ](\u002Freviews) Shift Nudge is for working designers who can complete projects but struggle with visual craft execution. Whether you're self-taught without formal foundations, or experienced but never learned a systematic approach, this framework turns uncertainty into confident decisions. In the new world of AI, this is even more important. When anyone can generate a layout, the designers who advance are those with refined judgment about what makes it work. Strong craft isn't optional anymore. It's the differentiator that comes from a clear system for design decisions. - Turn scattered knowledge into a systematic process - Understand the WHY behind every design decision - Apply learnings immediately to day-to-day work - Build confidence through repeatable frameworks Framework A proven system for confident design. This methodology underlies professional interface design and is used by working designers at leading companies. Foundation Strategic approaches to typography, layout, and color that eliminate guesswork. Advanced Application Style, elements, and tactics for enterprise systems and workflows. Professional Development Ongoing mentorship through workshops, critique, and a community advancing together. 8+ Weeks 5+ Hours\u002Fweek 8 Modules 1 Year of critiques [ → View schedule →→→ ](\u002Fschedules\u002F8) Method A clear, step-by-step process that removes guesswork from design decisions. Access the complete methodology and foundational principles that apply across any platform, tool, or challenge. Apply the system through self-paced study and live mentorship. Advance your skills in 8+ weeks and continue with feedback and professional support for a full year. [ Abeer Qamer Abeer Qamer Product Designer Independent I just discovered Shift Nudge and fell in love with it. The course structure is really amazing! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fabeerqamer\u002F) [ Adam Waxman Adam Waxman Staff Product Manager SeatGeek The content and production quality of this course is next level. HIGHLY recommend for anyone looking to level up their interface design skills. ](https:\u002F\u002Ftwitter.com\u002Fajwaxman\u002Fstatus\u002F1748058756628226504) [ Ahmad Galal Ahmad Galal Director of Experience Independent Hands down the best interface design course out there! Can't recommend this course enough. ](https:\u002F\u002Ftwitter.com\u002FAhmadGalal\u002Fstatus\u002F1297985732636807168) [ Akanksha Gupta Akanksha Gupta Sr. Content Designer Freelance Shift Nudge was an excellent reset on the fundamentals. It forced me to slow down and figure out why certain layouts feel balanced, why some typography choices make content easier to scan, and how spacing alone can change how information is understood. ](https:\u002F\u002Fwww.linkedin.com\u002Ffeed\u002Fupdate\u002Furn:li:activity:7434209984873185280\u002F) [ Akee Kazi Akee Kazi Product Designer Webflow I 100% recommend Shift Nudge! I'm a self-taught designer and it's helped me improve my design process so much. Plus the critique vault for all the homework is a great way to check your work. ](https:\u002F\u002Fx.com\u002Fakeekazi\u002Fstatus\u002F1410267825390952452) [ Amit Singh Amit Singh Staff Content Designer Intuit To truly own the user experience, content designers need to speak the language of pixels and interaction just as fluently as we speak information hierarchy and content strategy. Shift Nudge gave me that. ](https:\u002F\u002Fwww.linkedin.com\u002Ffeed\u002Fupdate\u002Furn:li:ugcPost:7434149133340565504\u002F) [ Anipier Bérubé Anipier Bérubé Product Owner Folks Just wanted to tell you how happy I am that I found your class. It's short, clean, clear, and organized. Thank you so much! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fanipier-b%C3%A9rub%C3%A9-4523b538\u002F) [ Arjen Harris Arjen Harris Product Leader Independent Just wanted to say I really appreciate the elaborate feedback on the homework man, really makes the course shine! ](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Farjenharris\u002F) Founder Matt D. Smith (@mds) Design and AI. Twenty years leading projects for startups and global brands. Creator of the Float Label pattern, adopted by Apple and Google. Founder of Shift Nudge, training designers to lead with clarity and craft. [ → Profile →→→ ](\u002Fmds) Apply Professional development that leads to career advancement and leadership positions. Members have landed dream roles, increased their salaries, and advanced to Senior Designers, Design Leads, and Heads of Design at leading tech companies and startups. \\*Individual results may vary. - Proven framework for confident design decisions - Complete design training across 8 modules - Go at your own pace with schedule options - Community of 4K+ designers from companies like Figma, Google, Netflix, Canva, Pentagram, Dropbox - Critique vault with 1K+ design reviews - Bi-weekly live workshops with MDS for 12 months [ → Apply →→→ ](\u002Fapply) FAQS +How does the critique and feedback process work? Submit your work and attend regularly scheduled group live calls for feedback and critique. Members are encouraged to participate in reviewing each other's work as well. Additional feedback is delivered in the community via recorded video. All calls are recorded so you can participate on your schedule. +How is this different from other design education? Shift Nudge focuses on proven frameworks rather than scattered tutorials. You'll learn the underlying principles that enable confident decision-making across any project, not just how to follow steps. +How much time does this require each week? The training is designed for 5 hours per week over 8 weeks. This includes video lessons, practice exercises, and community participation. The pace is flexible so you can work ahead or take more time as needed. +Will this help me build a stronger portfolio? Yes. Every lesson includes a design exercise. Later exercises chain together into complete interface projects. These are portfolio-worthy projects that can demonstrate methodical thinking and craft. +What level of design experience do I need? Familiarity with a design tool is the only requirement. Working designers at any stage benefit from this training. Whether building foundations early in your career, refining your approach mid-level, or strengthening visual execution as a senior designer, the framework applies. +Can I get an invoice with company details? Yes. Whether you need an invoice before purchase, for company approval, or a receipt after purchase, for expense reporting, we can provide documentation with your company information. +How much does Shift Nudge cost? Membership is $1997\u002Fyr USD, billed annually. Contact us for alternative payment arrangements. [ → More FAQs →→→ ](\u002Ffaq) [ ![A …. A Clean \u002F Minimalist, Dark Mode, Typographic \u002F Big Type website in the Education & Courses industry. The overall color palette features Black, White, Gray, Red. The typography features Söhne (Sans Serif, Klim Type). Built using Next.js, Node.js, React, Vercel. AI description: Shift Nudge is a premium educational platform dedicated to elevating the craft of professional interface designers. Through a structured framework and mentorship, the site offers working designers the tools to move beyond guesswork, helping them articulate design decisions and execute high-level visual craft with precision. The visual identity is sophisticated and high-impact, utilizing a striking dark mode aesthetic paired with bold, oversized typography. The design language is minimalist yet authoritative, employing a monochromatic base with strategic pops of vibrant pink to guide user attention. The use of geometric abstractions and a clean, structured layout communicates a sense of modern professionalism and technical mastery, perfectly resonating with an audience of ambitious design professionals.",{"id":749,"website_id":750,"page_id":749,"name":751,"slug":752,"url":753,"website_name":751,"website_slug":752,"website_url":754,"result_url":753,"fetched_at":755,"score":756,"score_boost":355,"ai_score":474,"freshness_score":757,"scored_at":758,"page_name":40,"page_url":753,"page_title":759,"page_description":760,"page_content":761,"page_sort":355,"is_home":361,"is_home_rank":362,"page_type_id":363,"page_type_name":47,"cover":762,"cover_mobile":765,"cover_sequence":767,"translations":855,"industry":858,"styles":859,"credits":860,"font_families":861,"technologies":862,"pagespeed":863,"pagespeed_mobile":869,"buckets":875,"search_payload":876},"f64a99d6-8132-4221-9005-413dc69c40fb","54ab08c3-d78d-4c08-ad82-b351209b2e3b","Superset","superset","https:\u002F\u002Fsuperset.sh\u002F","https:\u002F\u002Fsuperset.sh","2026-05-03T21:16:35.000Z",81,74,"2026-05-23T19:17:32.000Z","Superset - Run 10+ parallel coding agents on your machine","Run 10+ parallel coding agents on your machine. Spin up new coding tasks while waiting for your current agent to finish. Quickly switch between tasks as they need your attention.","The Code Editor for AI Agents.The Cod Orchestrate 100+ coding agents in parallel. Works for any agents. Built for the AI era. Join WaitlistView on GitHub superset New Workspace superset(5) ⠼ new workspace creating... ⠼ use any agents +46\\-1 use-any-agents#733 create parallel branches +193 create-parallel-branches#815 see changes +394\\-23 see-changes#884 open in any IDE +33 open-in-any-ide#816 forward ports +127\\-8 forward-ports#902 ⌥Ports 4 use any agents 3002 see changes 300030015678 Claudeclaude Codexcodex Geminigemini Cursorcursor ⬛Terminal □ \\ ▐▛███▜▌ \\ \\ ▝▜█████▛▘ \\ \\ ▘▘ ▝▝ \\ Claude Code v2.0.74 Opus 4.5 · Claude Max ~\u002F.superset\u002Fworktrees\u002Fsuperset\u002Fcloud-ws ❯ \u002Fmcp MCP Servers 1 connected ❯1.superset-mcp✓ connected config: .mcp.json ❯Type a task for Claude... ↑ ❯ superset new ⠼Setting up new parallel environment... → create worktree → install deps → ready shell Review Changes #827 Commit message... ↑Push26 bun.lock +38\\-25 packages\u002Fdb\u002Fsrc\u002Fschema cloud-workspace.ts +119 enums.ts +21 apps\u002Fdesktop\u002Fsrc\u002Frenderer CloudTerminal.tsx +169 useCloudWorkspaces.ts +84 LegacyTerminalPane.tsx \\-42 WorkspaceSidebar.tsx +14 apps\u002Fapi\u002Fsrc\u002Ftrpc\u002Frouters ssh-manager.ts +277 index.ts +7 Review PR #827 Open cloud-workspace.tsenums.ts+4 more @@ -1,4 +1,6 @@ 1import { db } from \"..\u002Fdb\" +import { CloudWorkspace } from \".\u002Ftypes\" +import { createSSHConnection } from \".\u002Fssh\" 2 \\-export const getWorkspaces = () =\\> { +export const getWorkspaces = async () =\\> { 4 return db.query.workspaces ApproveComment External IDE src index.ts utils.ts types.ts import { Agent } from \"ai\" import { tools } from \".\u002Futils\" │ const agent = new Agent({ model: \"claude-4\", tools: \\[tools.read, tools.write\\] }) Use Any AgentsCreate Parallel BranchesSee ChangesOpen in Any IDE Trusted by builders from Microsoft OpenAI Netflix Wordware Salesforce Wix Datadog Intercom ByteDance Toss Google Vercel Cloudflare Amazon Microsoft OpenAI Netflix Wordware Salesforce Wix Datadog Intercom ByteDance Toss Google Vercel Cloudflare Amazon Parallel Execution Run dozens of agents at once Launch multiple AI coding agents across different tasks. Work on features, fix bugs, and refactor code — all in parallel. Superset In Progress 3 Analyze Tab vs Agent Usag... Generating PyTorch MNIST Experiments Generating Fix PR Comments Fetching I... Generating Ready for Review 3 Enterprise Order Mana...now +93\\-18· Perfect! I've implem... Set up Cursor Rules fo...30m +37· Set up Cursor Rules f... Bioinformatics Tools45m +135\\-21· Bioinformatics Tools \\> ⌘↵ Universal Compatibility Works with any CLI agent Superset is agent-agnostic. Use Claude Code, OpenCode, Cursor, or any CLI-based coding tool. Switch between agents seamlessly. superset main New Terminal... Claude Claude OpenCode OpenCode Codex Codex Gemini Gemini Cursor Agent Cursor Agent Terminals (3) Isolation Changes are isolated Each agent runs in its own isolated Git worktree. No merge conflicts, no stepping on each other's changes. Review and merge work when you're ready. components\u002FHeroSection\u002FHeroSection.tsx Side by SideInline Messages Commits3 Against Main Unstaged HeroSection.tsx+12\\-3 GridBackground.ts+45 constants.ts+8\\-2 ProductDemo.tsx+23\\-15 1 export function HeroSection() { 2 return ( 3\\- \u003Cdiv className=\"hero-old\"> 4+ \u003Csection className=\"relative py-24\"> 5+ \u003CGridBackground \u002F> 6 \u003Cdiv className=\"max-w-7xl mx-auto\"> 7\\- \u003Ch1>Welcome\u003C\u002Fh1> 8+ \u003Cmotion.h1 9+ initial={{ opacity: 0 }} 10+ animate={{ opacity: 1 }} 11+ > 12+ Superset 13+ \u003C\u002Fmotion.h1> 14 \u003C\u002Fdiv> 15\\- \u003C\u002Fdiv> 16+ \u003C\u002Fsection> 17 ); 18 } Open Anywhere Open in any IDE Jump into your favorite editor with one click. VS Code, Cursor, Xcode, JetBrains IDEs, or any terminal — open worktrees exactly where you need them. superset src Search files... CursorOpen in components HeroSection.tsx constants.ts index.ts hooks utils Finder Finder Cursor Cursor ⌘O VS Code VS Code Xcode Xcode Sublime Text Sublime Text Terminal Terminal JetBrains JetBrains What builders say about Superset [ Abhi Aiyer Abhi Aiyer Co-founder & CTO at Mastra Just realized that I have done all my work in @superset\\_sh since Dec 26. ](https:\u002F\u002Fx.com\u002Fabhiaiyer\u002Fstatus\u002F2013782002332283180) [ Zach Dive Zach Dive Co-founder & CEO at Adam if you're not using @superset\\_sh, you're getting left behind in 2026 ](https:\u002F\u002Fx.com\u002Fzachdive\u002Fstatus\u002F2014038312508424597) [ Chase McDougall Chase McDougall Founding Engineer at Decoda Health @superset\\_sh is a sick product - love OS since I don't have to wait for someone else to fix bugs ](https:\u002F\u002Fx.com\u002FChaseMcDou\u002Fstatus\u002F2013458004977373643) [ Vlad Arbatov Vlad Arbatov Founding Engineer at Loyal superset became my default tools now so keep the great work folks ](https:\u002F\u002Fx.com\u002Fvladzima\u002Fstatus\u002F2032306550073610246) [ Chris Laupama Chris Laupama TS Lead at Webflow Oh snap @superset\\_sh is soooooo damn good! Now THIS is the experience I've been wanting for CLI agents! ](https:\u002F\u002Fx.com\u002Fchrislaupama\u002Fstatus\u002F2011148329443607037) [ Eric Clemmons Eric Clemmons Principal Engineer at Cloudflare Was using Warp, but now @superset\\_sh has become my primary terminal ](https:\u002F\u002Fx.com\u002Fericclemmons\u002Fstatus\u002F2013413118467056004) [ Leo Leo Co-founder & CTO at Outlit hasn't been a day i haven't used superset since onboarding complete paradigm shift on how i use ai to code ](https:\u002F\u002Fx.com\u002FLeosReal\u002Fstatus\u002F2027306293858586745) [ Elias Ståvik Elias Ståvik Founder at Cleanroom just started using remote desktop instead of ssh just to be able to use @superset\\_sh on my mac mini from my macbook pro generational product in the making, mark my words ](https:\u002F\u002Fx.com\u002Feliasstravik\u002Fstatus\u002F2020580091449708978) [ Gregor Zunic Gregor Zunic Co-founder & CTO at Browser Use Damn @superset\\_sh is really cool. You should try it. worktrees are a breeze cmd + t auto opens Claude Code you can view git changes within itself closing a laptop doesn't kill the sessions ](https:\u002F\u002Fx.com\u002Fgregpr07\u002Fstatus\u002F2013038355630432742) [ Felipe Coury Felipe Coury Codex at OpenAI If you prefer a more GUI-oriented approach to multiple agents in parallel, it seems like @superset\\_sh is doing a tremendous job. ](https:\u002F\u002Fx.com\u002Ffcoury\u002Fstatus\u002F2010477904472281220) [ Iven Iven Engineer at Paraflow Tested various GUI tools for git worktree and agents - Conductor, Vibe Kanban, Agentastic, Crystal, FleetCode, Emdash, Sculptor - but Superset suits my taste the best TranslatedShow original](https:\u002F\u002Fx.com\u002Fivenvd\u002Fstatus\u002F2011738469610242559) Frequently asked questions I already use an IDE like Cursor, is this for me? Which AI coding agents are supported? How does the parallel agent system work? Is Superset free to use? Can I use my own API keys? Try Superset now. 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Positioned as \"The Code Editor for AI Agents,\" the platform aims to maximize developer productivity by allowing users to spin up parallel branches of coding tasks, effectively eliminating the downtime typically spent waiting for single-agent execution. It is built for the next generation of software engineers who integrate autonomous agents into their local development workflows.\n\nThe visual identity is unapologetically technical and modern, utilizing a sophisticated dark mode aesthetic that resonates with the developer community. The design employs heavy, impactful typography and a structured grid layout to showcase social proof from industry giants like Microsoft, OpenAI, and Netflix. By combining a minimalist color palette with high-contrast elements and a clean, functional interface, Superset establishes a sense of power, efficiency, and cutting-edge technological authority.","SaaS & Software",[466,252,30],[],[311,287],[271,266,267,268],[864,866,867,868],{"score":865,"category":95},57,{"score":477,"category":98},{"score":477,"category":101},{"score":477,"category":104},[870,872,873,874],{"score":871,"category":95},30,{"score":477,"category":98},{"score":477,"category":101},{"score":477,"category":104},[126,114,122],"Website: Superset. Page: Homepage. Page type: Home \u002F Landing Page. Page title: Superset - Run 10+ parallel coding agents on your machine. Page description: Run 10+ parallel coding agents on your machine. Spin up new coding tasks while waiting for your current agent to finish. Quickly switch between tasks as they need your attention.. Page content: The Code Editor for AI Agents.The Cod Orchestrate 100+ coding agents in parallel. Works for any agents. Built for the AI era. Join WaitlistView on GitHub superset New Workspace superset(5) ⠼ new workspace creating... ⠼ use any agents +46\\-1 use-any-agents#733 create parallel branches +193 create-parallel-branches#815 see changes +394\\-23 see-changes#884 open in any IDE +33 open-in-any-ide#816 forward ports +127\\-8 forward-ports#902 ⌥Ports 4 use any agents 3002 see changes 300030015678 Claudeclaude Codexcodex Geminigemini Cursorcursor ⬛Terminal □ \\ ▐▛███▜▌ \\ \\ ▝▜█████▛▘ \\ \\ ▘▘ ▝▝ \\ Claude Code v2.0.74 Opus 4.5 · Claude Max ~\u002F.superset\u002Fworktrees\u002Fsuperset\u002Fcloud-ws ❯ \u002Fmcp MCP Servers 1 connected ❯1.superset-mcp✓ connected config: .mcp.json ❯Type a task for Claude... ↑ ❯ superset new ⠼Setting up new parallel environment... → create worktree → install deps → ready shell Review Changes #827 Commit message... ↑Push26 bun.lock +38\\-25 packages\u002Fdb\u002Fsrc\u002Fschema cloud-workspace.ts +119 enums.ts +21 apps\u002Fdesktop\u002Fsrc\u002Frenderer CloudTerminal.tsx +169 useCloudWorkspaces.ts +84 LegacyTerminalPane.tsx \\-42 WorkspaceSidebar.tsx +14 apps\u002Fapi\u002Fsrc\u002Ftrpc\u002Frouters ssh-manager.ts +277 index.ts +7 Review PR #827 Open cloud-workspace.tsenums.ts+4 more @@ -1,4 +1,6 @@ 1import { db } from \"..\u002Fdb\" +import { CloudWorkspace } from \".\u002Ftypes\" +import { createSSHConnection } from \".\u002Fssh\" 2 \\-export const getWorkspaces = () =\\> { +export const getWorkspaces = async () =\\> { 4 return db.query.workspaces ApproveComment External IDE src index.ts utils.ts types.ts import { Agent } from \"ai\" import { tools } from \".\u002Futils\" │ const agent = new Agent({ model: \"claude-4\", tools: \\[tools.read, tools.write\\] }) Use Any AgentsCreate Parallel BranchesSee ChangesOpen in Any IDE Trusted by builders from Microsoft OpenAI Netflix Wordware Salesforce Wix Datadog Intercom ByteDance Toss Google Vercel Cloudflare Amazon Microsoft OpenAI Netflix Wordware Salesforce Wix Datadog Intercom ByteDance Toss Google Vercel Cloudflare Amazon Parallel Execution Run dozens of agents at once Launch multiple AI coding agents across different tasks. Work on features, fix bugs, and refactor code — all in parallel. Superset In Progress 3 Analyze Tab vs Agent Usag... Generating PyTorch MNIST Experiments Generating Fix PR Comments Fetching I... Generating Ready for Review 3 Enterprise Order Mana...now +93\\-18· Perfect! I've implem... Set up Cursor Rules fo...30m +37· Set up Cursor Rules f... Bioinformatics Tools45m +135\\-21· Bioinformatics Tools \\> ⌘↵ Universal Compatibility Works with any CLI agent Superset is agent-agnostic. Use Claude Code, OpenCode, Cursor, or any CLI-based coding tool. Switch between agents seamlessly. superset main New Terminal... Claude Claude OpenCode OpenCode Codex Codex Gemini Gemini Cursor Agent Cursor Agent Terminals (3) Isolation Changes are isolated Each agent runs in its own isolated Git worktree. No merge conflicts, no stepping on each other's changes. Review and merge work when you're ready. components\u002FHeroSection\u002FHeroSection.tsx Side by SideInline Messages Commits3 Against Main Unstaged HeroSection.tsx+12\\-3 GridBackground.ts+45 constants.ts+8\\-2 ProductDemo.tsx+23\\-15 1 export function HeroSection() { 2 return ( 3\\- \u003Cdiv className=\"hero-old\"> 4+ \u003Csection className=\"relative py-24\"> 5+ \u003CGridBackground \u002F> 6 \u003Cdiv className=\"max-w-7xl mx-auto\"> 7\\- \u003Ch1>Welcome\u003C\u002Fh1> 8+ \u003Cmotion.h1 9+ initial={{ opacity: 0 }} 10+ animate={{ opacity: 1 }} 11+ > 12+ Superset 13+ \u003C\u002Fmotion.h1> 14 \u003C\u002Fdiv> 15\\- \u003C\u002Fdiv> 16+ \u003C\u002Fsection> 17 ); 18 } Open Anywhere Open in any IDE Jump into your favorite editor with one click. VS Code, Cursor, Xcode, JetBrains IDEs, or any terminal — open worktrees exactly where you need them. superset src Search files... CursorOpen in components HeroSection.tsx constants.ts index.ts hooks utils Finder Finder Cursor Cursor ⌘O VS Code VS Code Xcode Xcode Sublime Text Sublime Text Terminal Terminal JetBrains JetBrains What builders say about Superset [ Abhi Aiyer Abhi Aiyer Co-founder & CTO at Mastra Just realized that I have done all my work in @superset\\_sh since Dec 26. ](https:\u002F\u002Fx.com\u002Fabhiaiyer\u002Fstatus\u002F2013782002332283180) [ Zach Dive Zach Dive Co-founder & CEO at Adam if you're not using @superset\\_sh, you're getting left behind in 2026 ](https:\u002F\u002Fx.com\u002Fzachdive\u002Fstatus\u002F2014038312508424597) [ Chase McDougall Chase McDougall Founding Engineer at Decoda Health @superset\\_sh is a sick product - love OS since I don't have to wait for someone else to fix bugs ](https:\u002F\u002Fx.com\u002FChaseMcDou\u002Fstatus\u002F2013458004977373643) [ Vlad Arbatov Vlad Arbatov Founding Engineer at Loyal superset became my default tools now so keep the great work folks ](https:\u002F\u002Fx.com\u002Fvladzima\u002Fstatus\u002F2032306550073610246) [ Chris Laupama Chris Laupama TS Lead at Webflow Oh snap @superset\\_sh is soooooo damn good! Now THIS is the experience I've been wanting for CLI agents! ](https:\u002F\u002Fx.com\u002Fchrislaupama\u002Fstatus\u002F2011148329443607037) [ Eric Clemmons Eric Clemmons Principal Engineer at Cloudflare Was using Warp, but now @superset\\_sh has become my primary terminal ](https:\u002F\u002Fx.com\u002Fericclemmons\u002Fstatus\u002F2013413118467056004) [ Leo Leo Co-founder & CTO at Outlit hasn't been a day i haven't used superset since onboarding complete paradigm shift on how i use ai to code ](https:\u002F\u002Fx.com\u002FLeosReal\u002Fstatus\u002F2027306293858586745) [ Elias Ståvik Elias Ståvik Founder at Cleanroom just started using remote desktop instead of ssh just to be able to use @superset\\_sh on my mac mini from my macbook pro generational product in the making, mark my words ](https:\u002F\u002Fx.com\u002Feliasstravik\u002Fstatus\u002F2020580091449708978) [ Gregor Zunic Gregor Zunic Co-founder & CTO at Browser Use Damn @superset\\_sh is really cool. You should try it. worktrees are a breeze cmd + t auto opens Claude Code you can view git changes within itself closing a laptop doesn't kill the sessions ](https:\u002F\u002Fx.com\u002Fgregpr07\u002Fstatus\u002F2013038355630432742) [ Felipe Coury Felipe Coury Codex at OpenAI If you prefer a more GUI-oriented approach to multiple agents in parallel, it seems like @superset\\_sh is doing a tremendous job. ](https:\u002F\u002Fx.com\u002Ffcoury\u002Fstatus\u002F2010477904472281220) [ Iven Iven Engineer at Paraflow Tested various GUI tools for git worktree and agents - Conductor, Vibe Kanban, Agentastic, Crystal, FleetCode, Emdash, Sculptor - but Superset suits my taste the best TranslatedShow original](https:\u002F\u002Fx.com\u002Fivenvd\u002Fstatus\u002F2011738469610242559) Frequently asked questions I already use an IDE like Cursor, is this for me? Which AI coding agents are supported? How does the parallel agent system work? Is Superset free to use? Can I use my own API keys? Try Superset now. Join Waitlist. A Clean \u002F Minimalist, Dark Mode, Typographic \u002F Big Type website in the SaaS & Software industry. The overall color palette features Black, White, Gray. The typography features IBM Plex Mono (Sans Serif), Inter (Sans Serif). Built using Next.js, Node.js, React, Vercel. AI description: Superset is a high-performance developer tool designed to orchestrate and run multiple AI coding agents in parallel. Positioned as \"The Code Editor for AI Agents,\" the platform aims to maximize developer productivity by allowing users to spin up parallel branches of coding tasks, effectively eliminating the downtime typically spent waiting for single-agent execution. It is built for the next generation of software engineers who integrate autonomous agents into their local development workflows. The visual identity is unapologetically technical and modern, utilizing a sophisticated dark mode aesthetic that resonates with the developer community. The design employs heavy, impactful typography and a structured grid layout to showcase social proof from industry giants like Microsoft, OpenAI, and Netflix. By combining a minimalist color palette with high-contrast elements and a clean, functional interface, Superset establishes a sense of power, efficiency, and cutting-edge technological authority."]