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CES—NVIDIA today unveiled NVIDIA® Project DIGITS, a personal AI supercomputer that provides AI researchers, data scientists and students worldwide with access to the power of the NVIDIA Grace ...

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In a world where artificial intelligence is rapidly becoming part of everyday life, NVIDIA has once again taken center stage with an exciting new development: Project DIGITS. Announced at CES 2025 by CEO Jensen Huang, DIGITS aims to give creators, developers, and enthusiasts a compact AI supercomputer that’s as user-friendly as it is powerful. Here’s everything we know from the official sources and how it could revolutionize personal AI computing. Disclaimer: This story was written with the assistance of an AI writing program called ChatGPT. What Is DIGITS? According to NVIDIA CEO Jensen Huang’s Keynote at CES 2025 (see transcript below), DIGITS is the culmination of over a decade of research that began as “Project DIGITS” but later evolved into the “DGX” series for enterprise AI computing. Now, NVIDIA is returning to its roots by unveiling a personal AI supercomputer that runs the entire NVIDIA AI stack, offering: Compact Design: Smaller and more accessible than ever before.
Cutting-Edge Hardware: Powered by the GB110 chip—NVIDIA’s smallest “Grace Blackwell” GPU—paired with a custom CPU built in collaboration with Mediatek.
Plug-and-Play AI: Designed to be used as a “cloud supercomputer” on your desk or as a local Linux workstation for AI tasks.
Seamless Integration: Supporting NVIDIA’s full suite of AI frameworks and capable of linking multiple units for larger workloads. Key Takeaways from Jensen Huang’s Keynote In Huang’s words, “Everybody who uses computers today as a tool will need an AI supercomputer.” This underscores the vision behind DIGITS: AI should be as commonplace in the professional landscape as a laptop or smartphone. Previously, AI supercomputers like DGX-1 were large and out of reach for smaller teams and individual creators. With DIGITS, you can: Unbox and Deploy: No need to build a specialized facility or tinker with complicated infrastructure.


Scale Up: Connect multiple DIGITS units using high-speed networking technology such as ConnectX and GPUDirect.


Stay Versatile: Whether you’re using a PC, Mac, or any other platform, DIGITS can be accessed wirelessly or through a workstation configuration. “This is the new way of doing software,” Huang emphasized, reminding the audience how AI and deep learning are reshaping software development across industries. Why It Matters Democratizing AI: DIGITS could empower entrepreneurs, small research labs, and even hobbyists with supercomputer-level horsepower in a user-friendly package.
Ecosystem Compatibility: Because it integrates seamlessly with NVIDIA’s AI tools and cloud services, you can leverage existing deep learning frameworks like TensorFlow, PyTorch, and more.
Future-Proof: As AI technologies and workloads expand, the modular nature of DIGITS (plus the ability to combine multiple units) means you won’t be left behind. Official Images and Sneak Peeks Below are some official visuals provided directly by NVIDIA’s YouTube channel and website: These images showcase DIGITS’ compact design, modular internal architecture, and how it can be conveniently placed alongside a typical workstation setup. The Road Ahead Huang announced that DIGITS is “in full production” and is expected to be available around May. Given NVIDIA’s track record for delivering powerful hardware (as seen with the original DGX-1 that catalyzed AI breakthroughs), the anticipation is high for this more accessible version. If you’re a developer, data scientist, or creative professional who wants a personal AI workhorse, keeping tabs on DIGITS’ release timeline is a must. Full Transcript Reference For those who want the complete context, here’s a snippet from NVIDIA CEO Jensen Huang’s Keynote at CES 2025 (official NVIDIA YouTube channel): “...none of this would be possible if not for this incredible project that we started a decade ago inside the company called Project DIGITS... And now artificial intelligence is everywhere... every software engineer, every creative artist, everybody who uses computers today as a tool, will need an AI supercomputer...”
“...if you use PC, Mac, you know anything... it’s a cloud computing platform that sits on your desk... you could also use it as a Linux workstation if you like...”(For the full transcript, see the original video at this link.) Final Thoughts DIGITS might just be the device that turns AI from a specialized tool into a universal commodity. Whether you’re a software engineer experimenting with generative AI models or a content creator seeking new ways to generate media (like myself), this personal AI supercomputer promises to harness the power of data and accelerate your workflows. If you’ve been waiting for a more compact, ready-to-go AI solution, Project DIGITS could be the breakthrough. Stay tuned for further updates as NVIDIA moves closer to the official release. With any luck, we’ll see more “digits” in the hands of developers, researchers, and creatives worldwide—truly bringing AI supercomputing to the masses. Sources Cited Transcript: NVIDIA CEO Jensen Huang Keynote at CES 2025, Official NVIDIA YouTube Channel (Watch here)
Images & Teaser: Screenshots and photos of Project DIGITS from NVIDIA’s official teaser video and website Who Am I? I’m Aswin Barath, a Software Engineering Nerd who loves building Web Applications and sharing my knowledge through Blogging
Connect with me Socials (Linktree) In a world where artificial intelligence is rapidly becoming part of everyday life, NVIDIA has once again taken center stage with an exciting new development: Project DIGITS . Announced at CES 2025 by CEO Jensen Huang, DIGITS aims to give creators, developers, and enthusiasts a compact AI supercomputer that’s as user-friendly as it is powerful. Here’s everything we know from the official sources and how it could revolutionize personal AI computing. Project DIGITS Disclaimer: This story was written with the assistance of an AI writing program called ChatGPT. Disclaimer: This story was written with the assistance of an AI writing program called ChatGPT. Disclaimer: This story was written with the assistance of an AI writing program called ChatGPT . ChatGPT What Is DIGITS? According to NVIDIA CEO Jensen Huang’s Keynote at CES 2025 (see transcript below), DIGITS is the culmination of over a decade of research that began as “Project DIGITS” but later evolved into the “DGX” series for enterprise AI computing. Now, NVIDIA is returning to its roots by unveiling a personal AI supercomputer that runs the entire NVIDIA AI stack, offering: NVIDIA CEO Jensen Huang’s Keynote at CES 2025 Compact Design: Smaller and more accessible than ever before. Cutting-Edge Hardware: Powered by the GB110 chip—NVIDIA’s smallest “Grace Blackwell” GPU—paired with a custom CPU built in collaboration with Mediatek. Plug-and-Play AI: Designed to be used as a “cloud supercomputer” on your desk or as a local Linux workstation for AI tasks. Seamless Integration: Supporting NVIDIA’s full suite of AI frameworks and capable of linking multiple units for larger workloads. Compact Design : Smaller and more accessible than ever before. Compact Design Cutting-Edge Hardware : Powered by the GB110 chip—NVIDIA’s smallest “Grace Blackwell” GPU—paired with a custom CPU built in collaboration with Mediatek. Cutting-Edge Hardware GB110 Plug-and-Play AI : Designed to be used as a “cloud supercomputer” on your desk or as a local Linux workstation for AI tasks. Plug-and-Play AI Seamless Integration : Supporting NVIDIA’s full suite of AI frameworks and capable of linking multiple units for larger workloads. Seamless Integration Key Takeaways from Jensen Huang’s Keynote In Huang’s words, “Everybody who uses computers today as a tool will need an AI supercomputer.” This underscores the vision behind DIGITS: AI should be as commonplace in the professional landscape as a laptop or smartphone. Previously, AI supercomputers like DGX-1 were large and out of reach for smaller teams and individual creators. With DIGITS, you can: “Everybody who uses computers today as a tool will need an AI supercomputer.” Unbox and Deploy: No need to build a specialized facility or tinker with complicated infrastructure. Scale Up: Connect multiple DIGITS units using high-speed networking technology such as ConnectX and GPUDirect. Stay Versatile: Whether you’re using a PC, Mac, or any other platform, DIGITS can be accessed wirelessly or through a workstation configuration. Unbox and Deploy: No need to build a specialized facility or tinker with complicated infrastructure. Unbox and Deploy : No need to build a specialized facility or tinker with complicated infrastructure. Unbox and Deploy Scale Up: Connect multiple DIGITS units using high-speed networking technology such as ConnectX and GPUDirect. Scale Up : Connect multiple DIGITS units using high-speed networking technology such as ConnectX and GPUDirect. Scale Up Stay Versatile: Whether you’re using a PC, Mac, or any other platform, DIGITS can be accessed wirelessly or through a workstation configuration. Stay Versatile : Whether you’re using a PC, Mac, or any other platform, DIGITS can be accessed wirelessly or through a workstation configuration. Stay Versatile “This is the new way of doing software,” Huang emphasized, reminding the audience how AI and deep learning are reshaping software development across industries. “This is the new way of doing software,” Huang emphasized, reminding the audience how AI and deep learning are reshaping software development across industries. “This is the new way of doing software,” Why It Matters Democratizing AI: DIGITS could empower entrepreneurs, small research labs, and even hobbyists with supercomputer-level horsepower in a user-friendly package. Ecosystem Compatibility: Because it integrates seamlessly with NVIDIA’s AI tools and cloud services, you can leverage existing deep learning frameworks like TensorFlow, PyTorch, and more. Future-Proof: As AI technologies and workloads expand, the modular nature of DIGITS (plus the ability to combine multiple units) means you won’t be left behind. Democratizing AI : DIGITS could empower entrepreneurs, small research labs, and even hobbyists with supercomputer-level horsepower in a user-friendly package. Democratizing AI Ecosystem Compatibility : Because it integrates seamlessly with NVIDIA’s AI tools and cloud services, you can leverage existing deep learning frameworks like TensorFlow, PyTorch, and more. Ecosystem Compatibility Future-Proof : As AI technologies and workloads expand, the modular nature of DIGITS (plus the ability to combine multiple units) means you won’t be left behind. Future-Proof Official Images and Sneak Peeks Below are some official visuals provided directly by NVIDIA’s YouTube channel and website: These images showcase DIGITS’ compact design, modular internal architecture, and how it can be conveniently placed alongside a typical workstation setup. The Road Ahead Huang announced that DIGITS is “in full production” and is expected to be available around May. Given NVIDIA’s track record for delivering powerful hardware (as seen with the original DGX-1 that catalyzed AI breakthroughs), the anticipation is high for this more accessible version. If you’re a developer, data scientist, or creative professional who wants a personal AI workhorse, keeping tabs on DIGITS’ release timeline is a must. “in full production” Full Transcript Reference For those who want the complete context, here’s a snippet from NVIDIA CEO Jensen Huang’s Keynote at CES 2025 (official NVIDIA YouTube channel): NVIDIA CEO Jensen Huang’s Keynote at CES 2025 “...none of this would be possible if not for this incredible project that we started a decade ago inside the company called Project DIGITS... And now artificial intelligence is everywhere... every software engineer, every creative artist, everybody who uses computers today as a tool, will need an AI supercomputer...” “...if you use PC, Mac, you know anything... it’s a cloud computing platform that sits on your desk... you could also use it as a Linux workstation if you like...” (For the full transcript, see the original video at this link.) “...none of this would be possible if not for this incredible project that we started a decade ago inside the company called Project DIGITS... And now artificial intelligence is everywhere... every software engineer, every creative artist, everybody who uses computers today as a tool, will need an AI supercomputer...” “...none of this would be possible if not for this incredible project that we started a decade ago inside the company called Project DIGITS... And now artificial intelligence is everywhere... every software engineer, every creative artist, everybody who uses computers today as a tool, will need an AI supercomputer...” “...if you use PC, Mac, you know anything... it’s a cloud computing platform that sits on your desk... you could also use it as a Linux workstation if you like...” “...if you use PC, Mac, you know anything... it’s a cloud computing platform that sits on your desk... you could also use it as a Linux workstation if you like...” (For the full transcript, see the original video at this link.) (For the full transcript, see the original video at this link .) this link Final Thoughts DIGITS might just be the device that turns AI from a specialized tool into a universal commodity. Whether you’re a software engineer experimenting with generative AI models or a content creator seeking new ways to generate media (like myself), this personal AI supercomputer promises to harness the power of data and accelerate your workflows. If you’ve been waiting for a more compact, ready-to-go AI solution, Project DIGITS could be the breakthrough. Stay tuned for further updates as NVIDIA moves closer to the official release. With any luck, we’ll see more “digits” in the hands of developers, researchers, and creatives worldwide—truly bringing AI supercomputing to the masses. Project DIGITS Sources Cited Transcript: NVIDIA CEO Jensen Huang Keynote at CES 2025, Official NVIDIA YouTube Channel (Watch here) Images & Teaser: Screenshots and photos of Project DIGITS from NVIDIA’s official teaser video and website Transcript : NVIDIA CEO Jensen Huang Keynote at CES 2025 , Official NVIDIA YouTube Channel ( Watch here ) Transcript NVIDIA CEO Jensen Huang Keynote at CES 2025 Watch here Images & Teaser : Screenshots and photos of Project DIGITS from NVIDIA’s official teaser video and website Images & Teaser Who Am I? Who Am I? I’m Aswin Barath, a Software Engineering Nerd who loves building Web Applications and sharing my knowledge through Blogging Connect with me Socials (Linktree) I’m Aswin Barath, a Software Engineering Nerd who loves building Web Applications and sharing my knowledge through Blogging Blogging Connect with me Socials (Linktree) Socials (Linktree)

Everything We Know About Nvidia's Personal AI Supercomputer

While reading @madzadev ‘s article "9 Open Source Projects Every Developer Needs to Bookmark for Their Workflow", I realized how useful it would be to create a similar list specifically for data scientists/analysts. Inspired by that idea, I’ve put together a list of open-source projects designed to make our workflows faster, data processes smoother, and maybe even spark some fresh ideas. This list includes both well-known tools and a few hidden gems that have big potential. I hope you may find something that’s helpful and inspiring for you. Leeet’s dive in! 🚀🚀 1. Streamlit - Interactive Dashboards 🐍 Streamlit is an open-source Python library for creating interactive web-based data applications quickly and easily. Thanks to their community, you can also use templates or ask your questions. 👨‍💻 GitHub Repository: Streamlit Repository 🌍 Website: https://streamlit.io/ 2. Superset - Data Visualization and Exploration 📈 Apache Superset is an open-source, highly customizable bi-tool ideal for us, offering SQL-based exploration and integration with various databases, but requires more technical expertise. In contrast, tableau, powerbi, and Data Studio provide user-friendly interfaces, advanced analytics, and ready-to-use features for non-technical users, though they come with licensing costs (except Data Studio, which is free 💰 ) 👨‍💻 GitHub Repository: Superset Repository 🌍 Website: https://superset.apache.org/ 3. DVC - Versioning for ML Projects 👩🏻‍💻 DVC brings git-like functionality to datasets and machine learning models, making projects more reproducible and manageable. They also have a perfect technical guide and community for themselves. 👨‍💻 GitHub Repository: DVC Repository 🌍 Website: https://dvc.org/ 4. Great Expectations - Data Validation and Documentation 📃 Great Expectations is your go-to tool for making sure your data is clean, reliable, and ready to use. It automates data validation with customizable tests, so you can catch issues before they become problems. If you care about data quality and trust in your analysis, this tool is a game changer. 👨‍💻 GitHub Repository: Great Expectations Repository 🌍 Website: https://greatexpectations.io/ 5. Dask - Parallel Computing With Python 🐍 Dask is like Pandas and Numpy on steroids, built for handling massive datasets that don’t fit in memory. It’s perfect for scaling your data tasks, whether you’re working on your laptop or a big cluster. If you need speed and power without learning a whole new tool, Dask has got you covered. 👨‍💻 GitHub Repository: Dask Repository 🌍 Website: https://www.dask.org/ 6.  Haystack – Build Search Systems With NLP 🔍 Haystack is your go-to tool for creating intelligent search and question-answering systems. It lets you connect LLMs and other NLP models to your own data, making it perfect for building domain-specific applications. Whether it’s semantic search or document retrieval, Haystack gives you the tools to get it done efficiently. 👨‍💻 GitHub Repository: Haystack Repository 🌍 Website: https://haystack.deepset.ai/ 7. Logseq - Open Source Knowledge Management 📚 Logseq is an open-source tool that feels like a digital brain for organizing your notes, tasks, and ideas. It’s built around a clean outliner and bi-directional linking, making it perfect for connecting thoughts and tracking your workflows. If you love structure and flexibility in your knowledge management, Logseq is a must-try. 👨‍💻GitHub Repository: Logseq Repository 🌍 Website: https://logseq.com/ Thank you for your time; sharing is caring! 🌍 While reading @madzadev ‘s article "9 Open Source Projects Every Developer Needs to Bookmark for Their Workflow" , I realized how useful it would be to create a similar list specifically for data scientists/analysts. Inspired by that idea, I’ve put together a list of open-source projects designed to make our workflows faster, data processes smoother, and maybe even spark some fresh ideas. This list includes both well-known tools and a few hidden gems that have big potential. @madzadev "9 Open Source Projects Every Developer Needs to Bookmark for Their Workflow" "9 Open Source Projects Every Developer Needs to Bookmark for Their Workflow" I hope you may find something that’s helpful and inspiring for you. Leeet’s dive in! 🚀🚀 1. Streamlit - Interactive Dashboards 🐍 1. Streamlit - Interactive Dashboards Streamlit is an open-source Python library for creating interactive web-based data applications quickly and easily. Thanks to their community, you can also use templates or ask your questions. Streamlit 👨‍💻 GitHub Repository : Streamlit Repository GitHub Repository Streamlit Repository 🌍 Website: https://streamlit.io/ Website: https://streamlit.io/ 2. Superset - Data Visualization and Exploration 📈 2. Superset - Data Visualization and Exploration 📈 Apache Superset is an open-source, highly customizable bi-tool ideal for us, offering SQL-based exploration and integration with various databases, but requires more technical expertise. In contrast, tableau, powerbi, and Data Studio provide user-friendly interfaces, advanced analytics, and ready-to-use features for non-technical users, though they come with licensing costs (except Data Studio, which is free 💰 ) Apache Superset 👨‍💻 GitHub Repository : Superset Repository GitHub Repository Superset Repository 🌍 Website: https://superset.apache.org/ Website: https://superset.apache.org/ 3. DVC - Versioning for ML Projects 👩🏻‍💻 3. DVC - Versioning for ML Projects 👩🏻‍💻 DVC brings git-like functionality to datasets and machine learning models, making projects more reproducible and manageable. They also have a perfect technical guide and community for themselves. DVC 👨‍💻 GitHub Repository : DVC Repository GitHub Repository DVC Repository 🌍 Website: https://dvc.org/ Website: https://dvc.org/ 4. Great Expectations - Data Validation and Documentation 📃 4. Great Expectations is your go-to tool for making sure your data is clean, reliable, and ready to use. It automates data validation with customizable tests, so you can catch issues before they become problems. If you care about data quality and trust in your analysis, this tool is a game changer. Great Expectations 👨‍💻 GitHub Repository : Great Expectations Repository GitHub Repository Great Expectations Repository 🌍 Website: https://greatexpectations.io/ Website: https://greatexpectations.io/ 5. Dask - Parallel Computing With Python 🐍 5. Dask - Parallel Computing With Python 🐍 Dask is like Pandas and Numpy on steroids, built for handling massive datasets that don’t fit in memory. It’s perfect for scaling your data tasks, whether you’re working on your laptop or a big cluster. If you need speed and power without learning a whole new tool, Dask has got you covered. Dask 👨‍💻 GitHub Repository : Dask Repository GitHub Repository Dask Repository 🌍 Website: https://www.dask.org/ Website: https://www.dask.org/ 6.  Haystack – Build Search Systems With NLP 🔍 Haystack is your go-to tool for creating intelligent search and question-answering systems. It lets you connect LLMs and other NLP models to your own data, making it perfect for building domain-specific applications. Whether it’s semantic search or document retrieval, Haystack gives you the tools to get it done efficiently. 👨‍💻 GitHub Repository : Haystack Repository GitHub Repository Haystack Repository 🌍 Website : https://haystack.deepset.ai/ Website 7. Logseq - Open Source Knowledge Management 📚 7. Logseq - Open Source Knowledge Management 📚 Logseq is an open-source tool that feels like a digital brain for organizing your notes, tasks, and ideas. It’s built around a clean outliner and bi-directional linking, making it perfect for connecting thoughts and tracking your workflows. If you love structure and flexibility in your knowledge management, Logseq is a must-try. Logseq 👨‍💻 GitHub Repository : Logseq Repository GitHub Repository Logseq Repository 🌍 Website: https://logseq.com/ Website: https://logseq.com/ Thank you for your time; sharing is caring! 🌍 Thank you for your time; sharing is caring! 🌍

7 Open Source Projects Every Data Scientist/Analyst Needs to Bookmark 🚀

Numerous industries have creatively weaved technology into their processes. The beauty and skin care field is not one to be left behind, considering the massive potential of these programs and devices for consumers and cosmetic professionals alike. The Consumer Electronics Show — or CES 2025 — featured multiple tech concepts and creations championing personalized skin care. While further improvements are expected, the science and cybernetics are proving impressive. Personalized Skin Analysis at CES 2025 L’Oreal has been a pioneer in next-generation cosmetic technology, and its Cell BioPrint is one of the most impressive pieces of technology unveiled at CES 2025. It is described as a tabletop device that uses advanced proteomics to examine how protein composition in the human body impacts skin aging. The makeup giant has created an exclusive partnership with NanoEnTek — a Korean startup that produces cell imaging systems and cell counters. L’Oreal combines its lab-on-a-chip technology with the hardware while integrating unique biomarkers, which influence the technology of what healthy and youthful skin looks like. This information powers the L’Oreal Cell BioPrint, which produces a personalized skin assessment. The device reveals the speed at which the skin ages and whether active ingredients like retinol would work on it. The L’Oreal Cell BioPrint’s can also predict potential cosmetic issues like dark spots and wrinkles before they become visible. Considering the projection stems from skin cell data, the insights are most likely accurate in the long run. The fact that all this information is available within minutes of scanning is also exemplary. The Samsung Micro LED Beauty Mirror was also introduced at CES 2025. The smart mirror utilizes a clear display that can show calendars, the local weather and other smart TV functions. Regarding skin care, it combines technology-driven beauty solutions from Korean cosmetics company Amorepacific to analyze different skin types for product recommendations. The Beauty Mirror would pander to the more tech-savvy millennials and Gen Z. It’s a product that can do it all, so it would be a worthwhile piece of technology to replace the skin care enthusiast’s average mirror. All that’s left is to await the price tag. Amorepacific also showcased a new product from their beauty device line makeON called “Skin Light Therapy 3S.” This product will be launched with a dedicated app containing the same AI skin-analysis abilities this March 2025. How Far Have We Come? Tech was relatively inevitable for fields that wanted to grow revenue and extend proficiency. The skin care industry is already projected to reach around $145 billion by 2028, and the addition of machines and automation can help attain this goal. Plus, personalized skin care has been a direction the cosmetic field has been looking at for a while. Revea was one of the first businesses on a mission to combine skin care and technology back in 2022. Hyperspectral imaging and AI retrieved data from the skin, which was then used to create a customized skin care treatment. The technology was confined to Revea’s San Francisco lab, which can limit its availability compared to the readily available devices for consumer use at CES 2025. Granted, the brand had built an AI-powered mobile app with similar capabilities. However, we understand that camera quality can hinder its effectiveness. Another iteration of personalized skin care was adopting augmented reality or AR technology. While it’s more helpful for virtual makeup try-ons and cosmetic shade matching, there were other concepts as well. For instance, emulation technology could show customers visual representations of results from a skin care treatment. The L’Oreal Cell BioPrint would be particularly benefit by incorporating AR. It already has accurate data to predict whether certain ingredients would penetrate and work on the skin and its signs of aging. Achieving visual evidence of that data can entice more consumers to invest in more skin care products. Potential Challenges for Technologists The future of skin care technology is as bright as ever, and we technologists and enthusiasts should support it. Granted, developers should consider several challenges ahead of time to improve what’s available. First, we need to equip even more data to improve accuracy. While recommendations are easy to roll out, there may still be questions on whether those skin care products will work on the assessment recipient. Emulation technology is one thing, but predicting the actual impact is another. Every person’s skin is unique and reacts differently to different products. Even if two people with the same skin type and tone use the same cleanser, toner, and moisturizer, their results will vastly differ. Partnering with dermatologists and other skin care professionals can lend more insight. We also need to ask what products are in the database. Would future skin care technology only recommend products within the creator’s own skin care line, or would it endorse other branded products as well? Would it be ethical to exclude such items due to competition? Human biases should also be addressed. Previously known trials for the skin care industry’s various iterations mainly focus clinical testing on white skin, which creates an imbalance in data and AI bias. Further data acquisition would be necessary to understand how these scanning capabilities fair on brown or black skin. There’s also the matter of transparency and accountability regarding where skin-related data goes after collection. Customers should not fear where their information goes or what it will be used for. Tech experts and skin care brands must work together to address and reassure their beneficiaries. Recognizing Technology-Driven Personalized Skin Care Personalized skin care can save time and resources for product and treatment consultations. The current technology is already interesting and successful, with many available for the general public. That said, improvements are still on the horizon before achieving absolute perfection. Numerous industries have creatively weaved technology into their processes. The beauty and skin care field is not one to be left behind, considering the massive potential of these programs and devices for consumers and cosmetic professionals alike. Numerous industries have creatively weaved technology into their processes. The beauty and skin care field is not one to be left behind, considering the massive potential of these programs and devices for consumers and cosmetic professionals alike. The Consumer Electronics Show — or CES 2025 — featured multiple tech concepts and creations championing personalized skin care. While further improvements are expected, the science and cybernetics are proving impressive. Personalized Skin Analysis at CES 2025 L’Oreal has been a pioneer in next-generation cosmetic technology, and its Cell BioPrint is one of the most impressive pieces of technology unveiled at CES 2025. It is described as a tabletop device that uses advanced proteomics to examine how protein composition in the human body impacts skin aging. that uses advanced proteomics to examine that uses advanced proteomics to examine The makeup giant has created an exclusive partnership with NanoEnTek — a Korean startup that produces cell imaging systems and cell counters. L’Oreal combines its lab-on-a-chip technology with the hardware while integrating unique biomarkers, which influence the technology of what healthy and youthful skin looks like. This information powers the L’Oreal Cell BioPrint, which produces a personalized skin assessment. The device reveals the speed at which the skin ages and whether active ingredients like retinol would work on it. The L’Oreal Cell BioPrint’s can also predict potential cosmetic issues like dark spots and wrinkles before they become visible. Considering the projection stems from skin cell data, the insights are most likely accurate in the long run. The fact that all this information is available within minutes of scanning is also exemplary. The Samsung Micro LED Beauty Mirror was also introduced at CES 2025. The smart mirror utilizes a clear display that can show calendars, the local weather and other smart TV functions. Regarding skin care, it combines technology-driven beauty solutions from Korean cosmetics company Amorepacific to analyze different skin types for product recommendations. combines technology-driven beauty solutions combines technology-driven beauty solutions The Beauty Mirror would pander to the more tech-savvy millennials and Gen Z. It’s a product that can do it all, so it would be a worthwhile piece of technology to replace the skin care enthusiast’s average mirror. All that’s left is to await the price tag. Amorepacific also showcased a new product from their beauty device line makeON called “Skin Light Therapy 3S.” This product will be launched with a dedicated app containing the same AI skin-analysis abilities this March 2025. containing the same AI skin-analysis abilities containing the same AI skin-analysis abilities How Far Have We Come? Tech was relatively inevitable for fields that wanted to grow revenue and extend proficiency. The skin care industry is already projected to reach around $145 billion by 2028, and the addition of machines and automation can help attain this goal. Plus, personalized skin care has been a direction the cosmetic field has been looking at for a while. Revea was one of the first businesses on a mission to combine skin care and technology back in 2022. Hyperspectral imaging and AI retrieved data from the skin, which was then used to create a customized skin care treatment. to combine skin care and technology to combine skin care and technology The technology was confined to Revea’s San Francisco lab, which can limit its availability compared to the readily available devices for consumer use at CES 2025. Granted, the brand had built an AI-powered mobile app with similar capabilities. However, we understand that camera quality can hinder its effectiveness. Another iteration of personalized skin care was adopting augmented reality or AR technology. While it’s more helpful for virtual makeup try-ons and cosmetic shade matching, there were other concepts as well. For instance, emulation technology could show customers visual representations of results from a skin care treatment. show customers visual representations of results show customers visual representations of results The L’Oreal Cell BioPrint would be particularly benefit by incorporating AR. It already has accurate data to predict whether certain ingredients would penetrate and work on the skin and its signs of aging. Achieving visual evidence of that data can entice more consumers to invest in more skin care products. Potential Challenges for Technologists The future of skin care technology is as bright as ever, and we technologists and enthusiasts should support it. Granted, developers should consider several challenges ahead of time to improve what’s available. First, we need to equip even more data to improve accuracy. While recommendations are easy to roll out, there may still be questions on whether those skin care products will work on the assessment recipient. Emulation technology is one thing, but predicting the actual impact is another. Every person’s skin is unique and reacts differently to different products. Even if two people with the same skin type and tone use the same cleanser, toner, and moisturizer, their results will vastly differ. Partnering with dermatologists and other skin care professionals can lend more insight. We also need to ask what products are in the database. Would future skin care technology only recommend products within the creator’s own skin care line, or would it endorse other branded products as well? Would it be ethical to exclude such items due to competition? Human biases should also be addressed. Previously known trials for the skin care industry’s various iterations mainly focus clinical testing on white skin , which creates an imbalance in data and AI bias. Further data acquisition would be necessary to understand how these scanning capabilities fair on brown or black skin. focus clinical testing on white skin focus clinical testing on white skin There’s also the matter of transparency and accountability regarding where skin-related data goes after collection. Customers should not fear where their information goes or what it will be used for. Tech experts and skin care brands must work together to address and reassure their beneficiaries. Recognizing Technology-Driven Personalized Skin Care Personalized skin care can save time and resources for product and treatment consultations. The current technology is already interesting and successful, with many available for the general public. That said, improvements are still on the horizon before achieving absolute perfection.

Every Promising Skin Care Tech We Saw at CES 2025

APIA, Samoa, Jan. 21 – Phemex Enhances User Access to Solana Tokens with the Launch of MemeX. The new feature has quickly gained momentum, with users actively capitalizing on it as the platform became one of the first to list TRUMP over the weekend. Phemex, a powerhouse in cryptocurrency trading, announced the launch of MemeX, an innovative platform enabling users to trade meme tokens on the Solana blockchain directly from their Phemex accounts. This new product offers a seamless integration of centralized (CEX) and decentralized (DEX) trading experiences, addressing the rising demand for easy access to the dynamic world of meme tokens and on-chain projects. MemeX represents a significant step forward in simplifying the trading of Solana-based assets, allowing users to: Quickly access a diverse array of meme tokens and projectsMemeX opens the doors to a wide selection of on-chain meme tokens and project assets, making it easier than ever for traders to explore and capitalize on the vibrant Solana ecosystem. Trade directly using spot accounts – No wallet requiredBy leveraging Phemex's solid infrastructure, users can trade Solana tokens without the hassle of managing wallets, bridging the gap between user convenience and the decentralized world. Enjoy a sleek, unified trading experienceMemeX merges the speed and simplicity of centralized platforms with the expansive opportunities of decentralized ecosystems, offering a refined user interface tailored to both novice and experienced traders. The latest and only of its kind in meme token tradingMemex is the latest and the most unique product that enables users to freely trade on-chain assets at scale without the hassle of managing wallets. No other exchange or product offers this level of ease and accessibility in trading meme coins. Empowering the future of Solana and Beyond The launch of MemeX aligns with Phemex's vision to empower traders by delivering innovative solutions that reduce complexity while expanding access to diverse opportunities in the cryptocurrency space. Initially focused on meme token trading, MemeX sets the stage for future evolution, with the potential to be rebranded and expanded as a comprehensive DEX trading product. Easy Access to TRUMP highlights the potential of memex Phemex showcased the potential of MemeX by being one of the first exchanges to list TRUMP, the buzzworthy coin that launched unexpectedly and sparked significant excitement. MemeX provided an intuitive solution for beginners to trade newly launched on-chain assets. With MemeX, users could avoid the complexities of creating wallets, performing swaps, or acquiring SOL to trade. In the fast-paced world of crypto, timing is everything, and just days after its debut, MemeX proved itself as a seamless and efficient platform for buying and selling high-potential new tokens. As decentralized finance continues to gain traction, the innovative new feature positions Phemex at the forefront of bridging traditional exchange features with decentralized advancements. By eliminating the need for wallets and delivering a fast, accessible trading platform, MemeX ensures that users can effortlessly navigate the Solana blockchain and beyond. Phemex invites the crypto community to explore MemeX and experience the next generation of meme token trading. For more information about Phemex and its innovative offerings, visit Phemex.com. About Phemex Phemex is a leading cryptocurrency exchange that specializes in spot and derivatives trading. It features 350+ USDT-margined contract trading pairs with up to 100x leverage that all support Hedge Mode, alongside 400+ popular spot trading pairs. Individuals from all over the world can instantly buy, sell, and trade blockchain cryptocurrency through a user-friendly and secure platform. Phemex has released transparent Merkle-Tree Proof-of-Reserves so all users can verify on the blockchain that all funds are 100% backed on the platform. As the first exchange to publish both proof-of-reserves and proof-of-solvency through a unique, self-proving approach, Phemex stands out as one of the best and most trustworthy crypto exchanges. Contact Oyku Yavuz; PR & Content Lead oyku.yavuz@phemex.com This story was distributed as a release by Btcwire under HackerNoon’s Business Blogging Program. Learn more about the program here APIA, Samoa, Jan. 21 – Phemex Enhances User Access to Solana Tokens with the Launch of MemeX. The new feature has quickly gained momentum, with users actively capitalizing on it as the platform became one of the first to list TRUMP over the weekend. Phemex, a powerhouse in cryptocurrency trading, announced the launch of MemeX, an innovative platform enabling users to trade meme tokens on the Solana blockchain directly from their Phemex accounts. This new product offers a seamless integration of centralized (CEX) and decentralized (DEX) trading experiences, addressing the rising demand for easy access to the dynamic world of meme tokens and on-chain projects. MemeX represents a significant step forward in simplifying the trading of Solana-based assets, allowing users to: Quickly access a diverse array of meme tokens and projectsMemeX opens the doors to a wide selection of on-chain meme tokens and project assets, making it easier than ever for traders to explore and capitalize on the vibrant Solana ecosystem. Quickly access a diverse array of meme tokens and projects MemeX opens the doors to a wide selection of on-chain meme tokens and project assets, making it easier than ever for traders to explore and capitalize on the vibrant Solana ecosystem. Trade directly using spot accounts – No wallet requiredBy leveraging Phemex's solid infrastructure, users can trade Solana tokens without the hassle of managing wallets, bridging the gap between user convenience and the decentralized world. Trade directly using spot accounts – No wallet required By leveraging Phemex's solid infrastructure, users can trade Solana tokens without the hassle of managing wallets, bridging the gap between user convenience and the decentralized world. Enjoy a sleek, unified trading experienceMemeX merges the speed and simplicity of centralized platforms with the expansive opportunities of decentralized ecosystems, offering a refined user interface tailored to both novice and experienced traders. Enjoy a sleek, unified trading experience MemeX merges the speed and simplicity of centralized platforms with the expansive opportunities of decentralized ecosystems, offering a refined user interface tailored to both novice and experienced traders. The latest and only of its kind in meme token tradingMemex is the latest and the most unique product that enables users to freely trade on-chain assets at scale without the hassle of managing wallets. No other exchange or product offers this level of ease and accessibility in trading meme coins. The latest and only of its kind in meme token trading Memex is the latest and the most unique product that enables users to freely trade on-chain assets at scale without the hassle of managing wallets. No other exchange or product offers this level of ease and accessibility in trading meme coins. Empowering the future of Solana and Beyond The launch of MemeX aligns with Phemex's vision to empower traders by delivering innovative solutions that reduce complexity while expanding access to diverse opportunities in the cryptocurrency space. Initially focused on meme token trading, MemeX sets the stage for future evolution, with the potential to be rebranded and expanded as a comprehensive DEX trading product. Easy Access to TRUMP highlights the potential of memex Phemex showcased the potential of MemeX by being one of the first exchanges to list TRUMP, the buzzworthy coin that launched unexpectedly and sparked significant excitement. MemeX provided an intuitive solution for beginners to trade newly launched on-chain assets. With MemeX, users could avoid the complexities of creating wallets, performing swaps, or acquiring SOL to trade. In the fast-paced world of crypto, timing is everything, and just days after its debut, MemeX proved itself as a seamless and efficient platform for buying and selling high-potential new tokens. As decentralized finance continues to gain traction, the innovative new feature positions Phemex at the forefront of bridging traditional exchange features with decentralized advancements. By eliminating the need for wallets and delivering a fast, accessible trading platform, MemeX ensures that users can effortlessly navigate the Solana blockchain and beyond. Phemex invites the crypto community to explore MemeX and experience the next generation of meme token trading. Phemex invites the crypto community to explore MemeX and experience the next generation of meme token trading. Phemex invites the crypto community to explore MemeX and experience the next generation of meme token trading. For more information about Phemex and its innovative offerings, visit Phemex.com . Phemex.com Phemex.com About Phemex Phemex is a leading cryptocurrency exchange that specializes in spot and derivatives trading. It features 350+ USDT-margined contract trading pairs with up to 100x leverage that all support Hedge Mode, alongside 400+ popular spot trading pairs. Individuals from all over the world can instantly buy, sell, and trade blockchain cryptocurrency through a user-friendly and secure platform. Phemex has released transparent Merkle-Tree Proof-of-Reserves so all users can verify on the blockchain that all funds are 100% backed on the platform. As the first exchange to publish both proof-of-reserves and proof-of-solvency through a unique, self-proving approach, Phemex stands out as one of the best and most trustworthy crypto exchanges. Contact Oyku Yavuz; PR & Content Lead oyku.yavuz@phemex.com oyku.yavuz@phemex.com oyku.yavuz@phemex.com This story was distributed as a release by Btcwire under HackerNoon’s Business Blogging Program. Learn more about the program here This story was distributed as a release by Btcwire under HackerNoon’s Business Blogging Program. Learn more about the program here here here

MemeX By Phemex: Effortless Meme Token Trading On Solana For Everyone

MemeX من Phemex: تداول Meme Token بسهولة على Solana للجميع

MemeX ад Phemex: просты гандаль токенамі Meme на Solana для ўсіх

MemeX By Phemex: Αβίαστη διαπραγμάτευση συμβολαίων Meme στο Solana για όλους

MemeX de Phemex: comercio de tokens Meme sin esfuerzo en Solana para todos

MemeX Oleh Phemex: Perdagangan Token Meme yang Mudah di Solana untuk Semua Orang

Phemex の MemeX: 誰でも簡単に Solana で Meme トークンを取引

Phemex MemeX: ērta mēmu žetonu tirdzniecība vietnē Solana ikvienam

Phemex द्वारा MemeX: सबैको लागि सोलानामा प्रयासरहित मेमे टोकन ट्रेडिंग

MemeX By Phemex: Waxqabadka Meme Token ee Solana ee Qof walba

MemeX By Phemex: Enkel handel med Meme Token på Solana för alla

MemeX аз ҷониби Phemex: савдои бефосилаи Meme Token дар Solana барои ҳама

MemeX Ni Phemex: Walang Kahirap-hirap na Meme Token Trading Sa Solana Para sa Lahat

Every AI Prediction That Came True in 2024—and the Ones That Didn't

Todas las predicciones de IA que se cumplieron en 2024 (y las que no)

Toutes les prédictions de l'IA qui se sont réalisées en 2024, et celles qui ne se sont pas réalisées

Todas as predicións da IA que se fixeron realidade en 2024 e as que non o fixeron

2024-ին իրականություն դարձած յուրաքանչյուր AI կանխատեսում, և նրանք, որոնք չեն իրականացել

כל תחזית AI שהתגשמה בשנת 2024 - ואלה שלא

2024 年に実現したすべての AI 予測と実現しなかった予測

ხელოვნური ინტელექტის ყველა პროგნოზი, რომელიც ახდა 2024 წელს და ის, რაც არ შესრულდა

រាល់ការទស្សន៍ទាយ AI ដែលបានក្លាយជាការពិតនៅឆ្នាំ 2024 ហើយអ្វីដែលមិនបានកើតឡើង

2024년에 실현된 모든 AI 예측과 실현되지 않은 예측

Wszystkie prognozy dotyczące sztucznej inteligencji, które spełniły się w 2024 r. — i te, które się nie spełniły

Todas as previsões de IA que se concretizaram em 2024 — e as que não se concretizaram

2024 දී සැබෑ වූ සෑම AI අනාවැකියක්ම - සහ නොකළ ඒවා

The HackerNoon Newsletter: Next Holiday Season, Ignore Everyone Except One Customer (12/21/2024)

Holiday marketing, as it’s preached, is a con. A ritualized scam sold to startups by ad platforms, agencies, and marketers who profit from your desperation. Do you really think you can outspend Amazon, out-charm Coca-Cola, or outmaneuver Nike? Unless you’re secretly printing money in your garage, no. Christmas isn’t for playing Santa with jingles and 20% off codes—it’s for hunting a whale. Next year, turn your entire marketing strategy into a public obsession with one person. Not a “demographic market.” Not a target persona. A single, breathing, flesh-and-blood human being whose “yes”could grant you permanent access to Cuban’s Cabo cocktail club. Bet it all on a campaign so precise it’s borderline psychotic. Dangerous? Stupid? Obviously, and probably. But boring? Never. If it crashes, people will talk. If it flies, you’ll own the year. Either is better than begging the Internet for clicks, plus it’ll give you a great story (or a great excuse to drink). Holiday Marketing Sucks. This is a classic David vs. Goliath scenario—except Goliath has a machine gun and David forgot his slingshot. Here’s why it’s a losing battle: You’re Outgunned And Outclassed Every big brand with deep pockets is jacking up CPMs. Ad costs more than double, competition spikes, and algorithms prioritize whoever spends the most. Yeah, obviously not you. If your $10K campaign could talk, it would whisper: "Help." You’re Selling To Zombies By mid-December, your CTA is competing with drunken relatives, shipping delays, and 87 ads about the perfect gift for canine therapists. Your audience is fried and their brains are coasting on autopilot—barely capable of choosing between two brands of wrapping paper. You’re Competing With Santa Claus—Not Other Businesses Know why Apple kills it every Christmas? It’s not with Siri, but with sentiment. The holiday giants use their war chests to craft masterpieces that ride on the emotional meaning of the season—nostalgia, tradition, family values—and if you’re not on par, you come off like a door-to-door salesman in a Saint Nick suit. ROI = Regret On Investment December sales bring January sobs. Whatever you make from your festive push will be eaten alive by your CPA—and you’ll wake up next month drowning in remorse, invoices, and wondering where the cash went. (Hint: Zuck’s back pocket) Why Serenading One Person Is The Smartest Play The best presents don’t come in mass-produced packages. Neither should your holiday marketing. A custom campaign is as much a gift to them as it is to you. It’s Psychological Warfare People hate being sold to, but they love feeling chosen. Focusing on one person creates a psychological bind: If they respond, they know they’re winning because you’ve done all the work to court them.If they don’t respond, they wonder if someone else will—and if they’ll miss their shot. It’s The Ultimate Litmus Test For Your Product If you can’t convince one perfect-fit customer, how will you convince hundreds? A campaign por uno is the fastest way to figure out if your pitch, product, and strategy are sharp enough to scale. It’s The Best Marketing Boot Camp A one-person campaign is combat training. No crutches of generic strategies, no Canva, no “but our CTR was decent” excuses—survival here relies on raw ingenuity, superhuman agility, and uncompromising precision. Success isn’t guaranteed, but clarity is. The hard lessons will stick, and your team becomes immune to mediocrity. After this, they’ll be more than competent: they’ll be dangerous. It Turns Failure Into Success Even if it “fails,” it doesn’t. People appreciate balls. The audacity of your move becomes its own currency, generating buzz, controversy, and respect—all of which could bag you a new client, partner, or investor. In a one-person campaign, failure is just another kind of success. How To Execute A Campaign That Borders On Maniacal Step 1: Pick Your Whale A Dream Customer: E.g., the enterprise client whose logo would give your sales team goosebumps.A Key Partner: E.g., the CMO that could double your reach if they said yes.An Influential Investor: Not just for the check, but for the name on the cap table. Be ambitious, but realistic. Elon’s too busy running Government Efficiency. Aim for the guys two rungs below him. Step 2: Stalk Your Prey Just because you’re targeting one person doesn’t mean you get to skip the user insight phase. Oh no, this research matters even more when you’re professing love, and it doesn’t stop at their LinkedIn profile. Do they like having their ego massaged? Have a fetish for cryptic puzzles? Are they nosing around for gaming collaborations? Stalk (ethically), snoop (strategically), and build a dossier so good it’d make the FBI sweat. Just remember there’s a fine line between research and “why is there a black van outside my house?” Step 3: Unleash Controlled Madness. Now that you understand your whale’s appetite, cook up the bait. Go brazen, or don’t bother. But your bravado and performance art means nothing without an unapologetic CTA and irresistible pitch. That ask needs to be so direct it’s borderline confrontational, and that pitch better feel like a bespoke Italian suit. Here are some thought-starters: Sponsor Their Daily Coffee: Find out where they get their morning coffee and prepay for a week of their orders. Include a personalized note on every receipt that says: “Fuel for your next great decision—working with us.” Ship A Literal Door: Send them a door (yes, an actual door) with a key attached and a note: “This is the key to unlocking something extraordinary. Let’s talk.” Buy An Editorial: Call up some prestigious publication they subscribe to and splurge on a paid piece. Write an open letter addressed to them, full of specifics about why they should engage with you. Be cheeky: “Hey [Their Name], Playing Small Looks Weird on You.” Step 4: Make Sure The World Knows You’re Crazy. Exclusivity is no fun if no one’s watching. Turn your serenade into a spectacle. More thought-starters: Build a Public Countdown: Launch a countdown clock on social media, with posts teasing, “6 Days Until [Target’s Name] Changes Everything.” Make sure they’re mentioned, their employees are tagged, their peers are targeted. Go Guerrilla (Literally): Hire street performers or actors to “protest” outside their HQ, carrying signs with slogans like, “[Target’s Name], Take the Meeting!”. Extra karma if it’s themed to their industry or product. Rent Their Attention: Buy ad space outside their office. A billboard. Graffiti a building (legally). Be loud to the point you start the water cooler gossip: “Dear [Name], If You Don’t Call Us, We’ll Have to Buy More Billboards. And That’s Awkward for Everyone.” Final Thoughts: Maybe It’s Not You—Maybe It’s Just Dumb Sometimes, you’re not bad at the game—the game is (likely) a waste of time. Holiday marketing for startups? That’s the house always winning, with you just the festive confetti. Stop groveling for attention in a system that turns startups into cannon fodder for ad giants. That’s not persistence—it’s herd mentality dressed up as hustle. Do something irrationally ambitious. Go unhinged, go nuclear. Not because it’s guaranteed success, but because it’s not preordained defeat. At least you’ll have had some fun, and failed in style—on your own terms, not theirs. It’s Christmas. Use the season for what it’s meant for—walking away from bad ideas. Holiday marketing, as it’s preached, is a con. A ritualized scam sold to startups by ad platforms, agencies, and marketers who profit from your desperation. Do you really think you can outspend Amazon, out-charm Coca-Cola, or outmaneuver Nike? Unless you’re secretly printing money in your garage, no. Holiday marketing, as it’s preached, is a con. Christmas isn’t for playing Santa with jingles and 20% off codes—it’s for hunting a whale. Next year, turn your entire marketing strategy into a public obsession with one person. Not a “demographic market.” Not a target persona. A single, breathing, flesh-and-blood human being whose “yes”could grant you permanent access to Cuban’s Cabo cocktail club. Next year, turn your entire marketing strategy into a public obsession with one person. Bet it all on a campaign so precise it’s borderline psychotic . Dangerous? Stupid? Obviously, and probably. But boring? Never. so precise it’s borderline psychotic so precise it’s borderline psychotic But boring? Never. If it crashes, people will talk. If it flies, you’ll own the year. Either is better than begging the Internet for clicks, plus it’ll give you a great story (or a great excuse to drink). Holiday Marketing Sucks. Holiday Marketing Sucks. This is a classic David vs. Goliath scenario— except Goliath has a machine gun and David forgot his slingshot . Here’s why it’s a losing battle: except Goliath has a machine gun and David forgot his slingshot except Goliath has a machine gun and David forgot his slingshot You’re Outgunned And Outclassed You’re Outgunned And Outclassed Every big brand with deep pockets is jacking up CPMs. Ad costs more than double, competition spikes, and algorithms prioritize whoever spends the most. Yeah, obviously not you. If your $10K campaign could talk, it would whisper: "Help." If your $10K campaign could talk, it would whisper: "Help." You’re Selling To Zombies You’re Selling To Zombies By mid-December, your CTA is competing with drunken relatives, shipping delays, and 87 ads about the perfect gift for canine therapists. Your audience is fried and their brains are coasting on autopilot—barely capable of choosing between two brands of wrapping paper. You’re Competing With Santa Claus—Not Other Businesses You’re Competing With Santa Claus—Not Other Businesses Know why Apple kills it every Christmas? It’s not with Siri, but with sentiment . The holiday giants use their war chests to craft masterpieces that ride on the emotional meaning of the season —nostalgia, tradition, family values—and if you’re not on par, you come off like a door-to-door salesman in a Saint Nick suit. sentiment that ride on the emotional meaning of the season that ride on the emotional meaning of the season ROI = Regret On Investment ROI = Regret On Investment December sales bring January sobs. Whatever you make from your festive push will be eaten alive by your CPA —and you’ll wake up next month drowning in remorse, invoices, and wondering where the cash went. (Hint: Zuck’s back pocket) Whatever you make from your festive push will be eaten alive by your CPA Whatever you make from your festive push will be eaten alive by your CPA Why Serenading One Person Is The Smartest Play Why Serenading One Person Is The Smartest Play The best presents don’t come in mass-produced packages. Neither should your holiday marketing. A custom campaign is as much a gift to them as it is to you. A custom campaign is as much a gift to them as it is to you. A custom campaign is as much a gift to them as it is to you. It’s Psychological Warfare It’s Psychological Warfare People hate being sold to, but they love feeling chosen. Focusing on one person creates a psychological bind: If they respond, they know they’re winning because you’ve done all the work to court them. If they don’t respond, they wonder if someone else will—and if they’ll miss their shot. If they respond, they know they’re winning because you’ve done all the work to court them. If they don’t respond, they wonder if someone else will—and if they’ll miss their shot. It’s The Ultimate Litmus Test For Your Product It’s The Ultimate Litmus Test For Your Product If you can’t convince one perfect-fit customer, how will you convince hundreds? A campaign por uno is the fastest way to figure out if your pitch, product, and strategy are sharp enough to scale. It’s The Best Marketing Boot Camp It’s The Best Marketing Boot Camp A one-person campaign is combat training. No crutches of generic strategies, no Canva, no “but our CTR was decent” excuses—survival here relies on raw ingenuity, superhuman agility, and uncompromising precision. Success isn’t guaranteed, but clarity is. The hard lessons will stick, and your team becomes immune to mediocrity. After this, they’ll be more than competent: they’ll be dangerous. Success isn’t guaranteed, but clarity is. It Turns Failure Into Success It Turns Failure Into Success Even if it “fails,” it doesn’t. People appreciate balls. The audacity of your move becomes its own currency, generating buzz, controversy, and respect— all of which could bag you a new client, partner, or investor. In a one-person campaign, failure is just another kind of success. all of which could bag you a new client, partner, or investor. all of which could bag you a new client, partner, or investor. How To Execute A Campaign That Borders On Maniacal How To Execute A Campaign That Borders On Maniacal Step 1: Pick Your Whale Step 1: Pick Your Whale A Dream Customer: E.g., the enterprise client whose logo would give your sales team goosebumps. A Key Partner: E.g., the CMO that could double your reach if they said yes. An Influential Investor: Not just for the check, but for the name on the cap table. A Dream Customer: E.g., the enterprise client whose logo would give your sales team goosebumps. A Dream Customer: A Key Partner: E.g., the CMO that could double your reach if they said yes. A Key Partner: An Influential Investor: Not just for the check, but for the name on the cap table. An Influential Investor: Be ambitious, but realistic. Elon’s too busy running Government Efficiency. Aim for the guys two rungs below him. Step 2: Stalk Your Prey Step 2: Stalk Your Prey Just because you’re targeting one person doesn’t mean you get to skip the user insight phase . Oh no, this research matters even more when you’re professing love, and it doesn’t stop at their LinkedIn profile. Do they like having their ego massaged? Have a fetish for cryptic puzzles? Are they nosing around for gaming collaborations? doesn’t mean you get to skip the user insight phase doesn’t mean you get to skip the user insight phase Stalk (ethically), snoop (strategically), and build a dossier so good it’d make the FBI sweat. Just remember there’s a fine line between research and “why is there a black van outside my house?” Just remember there’s a fine line between research and “why is there a black van outside my house?” Step 3: Unleash Controlled Madness. Step 3: Unleash Controlled Madness. Now that you understand your whale’s appetite, cook up the bait. Go brazen, or don’t bother. But your bravado and performance art means nothing without an unapologetic CTA and irresistible pitch. That ask needs to be so direct it’s borderline confrontational , and that pitch better feel like a bespoke Italian suit. But your bravado and performance art means nothing without an unapologetic CTA and irresistible pitch. so direct it’s borderline confrontational Here are some thought-starters: Here are some thought-starters: Sponsor Their Daily Coffee: Find out where they get their morning coffee and prepay for a week of their orders. Include a personalized note on every receipt that says: “ Fuel for your next great decision—working with us. ” Sponsor Their Daily Coffee: Fuel for your next great decision—working with us. Ship A Literal Door: Send them a door (yes, an actual door) with a key attached and a note: “ This is the key to unlocking something extraordinary. Let’s talk. ” Ship A Literal Door: This is the key to unlocking something extraordinary. Let’s talk. Buy An Editorial: Call up some prestigious publication they subscribe to and splurge on a paid piece. Write an open letter addressed to them, full of specifics about why they should engage with you. Be cheeky: “ Hey [Their Name], Playing Small Looks Weird on You .” Buy An Editorial: Hey [Their Name], Playing Small Looks Weird on You Step 4: Make Sure The World Knows You’re Crazy. Step 4: Make Sure The World Knows You’re Crazy. Exclusivity is no fun if no one’s watching. Turn your serenade into a spectacle. More thought-starters: More thought-starters: Build a Public Countdown: Launch a countdown clock on social media, with posts teasing, “ 6 Days Until [Target’s Name] Changes Everything. ” Make sure they’re mentioned, their employees are tagged, their peers are targeted. Build a Public Countdown: 6 Days Until [Target’s Name] Changes Everything. Go Guerrilla (Literally) : Hire street performers or actors to “protest” outside their HQ, carrying signs with slogans like, “ [Target’s Name], Take the Meeting! ”. Extra karma if it’s themed to their industry or product. Go Guerrilla (Literally) [Target’s Name], Take the Meeting! Rent Their Attention: Buy ad space outside their office. A billboard. Graffiti a building (legally). Be loud to the point you start the water cooler gossip: “ Dear [Name], If You Don’t Call Us, We’ll Have to Buy More Billboards. And That’s Awkward for Everyone. ” Rent Their Attention: Dear [Name], If You Don’t Call Us, We’ll Have to Buy More Billboards. And That’s Awkward for Everyone. Final Thoughts: Maybe It’s Not You—Maybe It’s Just Dumb Final Thoughts: Maybe It’s Not You—Maybe It’s Just Dumb Sometimes, you’re not bad at the game—the game is (likely) a waste of time. Holiday marketing for startups? That’s the house always winning, with you just the festive confetti. Stop groveling for attention in a system that turns startups into cannon fodder for ad giants. That’s not persistence— it’s herd mentality dressed up as hustle . Do something irrationally ambitious. Go unhinged, go nuclear . Not because it’s guaranteed success, but because it’s not preordained defeat. At least you’ll have had some fun, and failed in style— on your own terms, not theirs . it’s herd mentality dressed up as hustle it’s herd mentality dressed up as hustle Go unhinged, go nuclear Not because it’s guaranteed success, but because it’s not preordained defeat. on your own terms, not theirs It’s Christmas. Use the season for what it’s meant for—walking away from bad ideas. It’s Christmas. Use the season for what it’s meant for—walking away from bad ideas.

Next Holiday Season, Ignore Everyone Except One Customer

I næste feriesæson, ignorer alle undtagen én kunde

La próxima temporada navideña, ignore a todos excepto a un cliente

Sljedeće blagdanske sezone zanemarite sve osim jednog kupca

次のホリデーシーズンは、1人の顧客以外全員を無視する

შემდეგი სადღესასწაულო სეზონი, იგნორირება გაუკეთეთ ყველას გარდა ერთი მომხმარებლისა

រដូវកាលឈប់សម្រាកបន្ទាប់ មិនអើពើនឹងអ្នកគ្រប់គ្នា លើកលែងតែអតិថិជនម្នាក់

다음 휴가 시즌에는 한 명의 고객을 제외한 모든 사람을 무시하세요

Saison ya ba fêtes oyo ekoya, Ignorer mutu nionso sauf Client moko

Hamuq Fiesta pacha, Llapa runata mana kasuychu, huk rantiqmanta aswanta

Следеће празничне сезоне, игноришите све осим једног купца

Susunod na Holiday Season, Balewalain ang Lahat Maliban sa Isang Customer

Keyingi bayram mavsumida bitta mijozdan tashqari hammaga e'tibor bermang

The TechBeat: Everything You Need to Know About the Lumoz Token Generation Event (12/18/2024)

Table of Links Abstract and 1. Introduction 2 Related Work 3 Preliminaries 4 Method 4.1 Key Sample and Joint Editing 4.2 Edit Propagation Via TokenFlow 5 Results 5.1 Qualitative Evaluation and 5.2 Quantitative Evaluation 5.3 Ablation Study 6 Discussion 7 Acknowledgement and References A Implementation Details A IMPLEMENTATION DETAILS StableDiffusion. We use Stable Diffusion as our pre-trained text-to-image model; we use the StableDiffusion-v-2-1 checkpoint provided via official HuggingFace webpage. DDIM inversion. In all of our experiments, we use DDIM deterministic sampling with 50 steps. For inverting the video, we follow Tumanyan et al. (2023) and use DDIM inversion with classifierfree guidance scale of 1 and 1000 forward steps; and extract the self-attention input tokens from this process similarly to Qi et al. (2023). Runtime. Since we don’t compute the attention module on most video frames (i.e., we only compute the self-attention output on the keyframes) our method is efficient in run-time, and the sampling of the video reduces the time of per-frame editing by 20%. The inversion process with 1000 steps is the main bottleneck of our method in terms of run-time, and in many cases a significantly smaller amount of steps is suffieicent (e.g. 50). Table 3 reports runtime comparisons using 50 steps in all methods. Notably, our sampling time is indeed faster than that of per-frame editing (PnP). Baselines. For running the baseline of Tune-a-video (Wu et al., 2022) we used their official repository. For Gen-1 (Esser et al., 2023) we used their platform on Runaway website. This platform outputs a video that is not in the same length and frame-rate as the input video; therefore, we could not compute the warping error on their results. For text-to-video-zero (Khachatryan et al., 2023b) we used their official repository, with their depth conditioning configuration. For Fate-Zero (Qi et al., 2023) with used their official repository, and verified the run configurations with the authors. This paper is available on arxiv under CC BY 4.0 DEED DEED license. Authors:
(1) Michal Geyer, Weizmann Institute of Science and Indicates equal contribution;
(2) Omer Bar-Tal, Weizmann Institute of Science and Indicates equal contribution;
(3) Shai Bagon, Weizmann Institute of Science;
(4) Tali Dekel, Weizmann Institute of Science. Table of Links Abstract and 1. Introduction Abstract and 1. Introduction 2 Related Work 2 Related Work 3 Preliminaries 3 Preliminaries 4 Method 4 Method 4.1 Key Sample and Joint Editing 4.1 Key Sample and Joint Editing 4.2 Edit Propagation Via TokenFlow 4.2 Edit Propagation Via TokenFlow 5 Results 5 Results 5.1 Qualitative Evaluation and 5.2 Quantitative Evaluation 5.1 Qualitative Evaluation and 5.2 Quantitative Evaluation 5.3 Ablation Study 5.3 Ablation Study 6 Discussion 6 Discussion 7 Acknowledgement and References 7 Acknowledgement and References A Implementation Details A Implementation Details A IMPLEMENTATION DETAILS StableDiffusion. We use Stable Diffusion as our pre-trained text-to-image model; we use the StableDiffusion-v-2-1 checkpoint provided via official HuggingFace webpage. StableDiffusion. DDIM inversion. In all of our experiments, we use DDIM deterministic sampling with 50 steps. For inverting the video, we follow Tumanyan et al. (2023) and use DDIM inversion with classifierfree guidance scale of 1 and 1000 forward steps; and extract the self-attention input tokens from this process similarly to Qi et al. (2023). DDIM inversion. Runtime. Since we don’t compute the attention module on most video frames (i.e., we only compute the self-attention output on the keyframes) our method is efficient in run-time, and the sampling of the video reduces the time of per-frame editing by 20%. The inversion process with 1000 steps is the main bottleneck of our method in terms of run-time, and in many cases a significantly smaller amount of steps is suffieicent (e.g. 50). Table 3 reports runtime comparisons using 50 steps in all methods. Notably, our sampling time is indeed faster than that of per-frame editing (PnP). Runtime. Baselines. For running the baseline of Tune-a-video (Wu et al., 2022) we used their official repository. For Gen-1 (Esser et al., 2023) we used their platform on Runaway website. This platform outputs a video that is not in the same length and frame-rate as the input video; therefore, we could not compute the warping error on their results. For text-to-video-zero (Khachatryan et al., 2023b) we used their official repository, with their depth conditioning configuration. For Fate-Zero (Qi et al., 2023) with used their official repository, and verified the run configurations with the authors. Baselines. This paper is available on arxiv under CC BY 4.0 DEED DEED license. This paper is available on arxiv under CC BY 4.0 DEED DEED license. available on arxiv Authors: (1) Michal Geyer, Weizmann Institute of Science and Indicates equal contribution; (2) Omer Bar-Tal, Weizmann Institute of Science and Indicates equal contribution; (3) Shai Bagon, Weizmann Institute of Science; (4) Tali Dekel, Weizmann Institute of Science. Authors: Authors: (1) Michal Geyer, Weizmann Institute of Science and Indicates equal contribution; (2) Omer Bar-Tal, Weizmann Institute of Science and Indicates equal contribution; (3) Shai Bagon, Weizmann Institute of Science; (4) Tali Dekel, Weizmann Institute of Science.

TokenFlow's Implementation Details: Everything That We Used

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