2025 report - will elders free 4 billion millennial intels to cooperate around sustainability last chance maps? project of changeteacher.com - innovations.ning.com - #digitalcooperation families need2024-03-29T02:06:19Zhttp://innovations.ning.com/forum/topics/2025-report-will-elders-let-4-billion-millennials-cooperate?commentId=6537428%3AComment%3A42000&xg_source=activity&feed=yes&xn_auth=no023’s Top 10 Tech Trends By A…tag:innovations.ning.com,2023-02-22:6537428:Comment:425012023-02-22T01:10:25.702Zchris macraehttp://innovations.ning.com/profile/s0neqm9lsoui
<h1>023’s Top 10 Tech Trends By Alibaba’s DAMO Academy</h1>
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<h1>023’s Top 10 Tech Trends By Alibaba’s DAMO Academy</h1>
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<div class="entry-meta__details"><div class="header-authors"><span class="byline">By<span> </span><span class="author vcard"><a class="url fn n" href="https://www.alizila.com/author/ivy-yu/"><span>Ivy Yu</span></a></span></span></div>
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<div class="date">Published on Jan. 11, 2023</div>
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<p class="first-drop-cap has-drop-cap">2023 will be the year when tech advances, ranging from generative AI to cloud-native security, will reshape industries and fuel innovations.</p>
<p>For the fifth year running, Alibaba Group’s research institute<span> </span><a href="https://www.alizila.com/business-category/damo-academy/" target="_blank" rel="noreferrer noopener">DAMO Academy</a><span> </span>laid out its predictions in an in-depth report mapping out the year ahead.</p>
<p>“The innovation driven by the advancement of technologies and their industry-specific application has become an irreversible trend,” said Jeff Zhang, Head of DAMO Academy.</p>
<p>The academy developed its definitive list of tech trends by reviewing research materials and conducting interviews with nearly 100 subject matter experts. In doing so, DAMO Academy scientists considered a myriad of factors, including the impact of the theories, tech feasibility, degree of industrialization, and social values.</p>
<p>Scroll down to see the tech trends that DAMO Academy is banking on for 2023:</p>
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<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FGenerative-AI.png" alt="Generative Ai" class="wp-image-50828 lazyloaded"/><br />
<h3 id="h-ai-gets-creative"><strong>AI Gets Creative</strong></h3>
<p>Generative AI is revolutionizing how people conceive of creativity, turning anyone with a smartphone into an art curator.</p>
<p>Instead of analyzing existing data,<span> </span><strong>generative AI</strong><span> </span>creates new and original content based on machine learning algorithms trained on previous work. Developers have used it to generate images or texts, program code, paintings and illustrations, and even videos and audio.</p>
<p>In the next three years, generative AI will develop content creation capabilities on a par with humans to facilitate digital content creation, said DAMO Academy.</p>
<p>A whole infrastructure and ecosystem based on generative AI will come into being to make it easier for people with non-tech backgrounds to access the models and services.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FDecision-Intelligence-min.png" alt="Decision Intelligence Min" class="wp-image-50829 lazyloaded"/><br />
<h3 id="h-when-math-met-machine-learning"><strong>When Math Met Machine Learning</strong></h3>
<p>Decision optimization will receive a boost from machine learning to help companies make better business decisions in 2023.</p>
<p>Fears of the pandemic persist, while risks from economic uncertainty are rising. Corporations are trying to combine mathematical optimization with machine learning to find the best solution in an ever-changing volatile situation.</p>
<p>Ride-hailing platforms have relied on<span> </span><strong>decision intelligence</strong><span> </span>for driver dispatch. And factories have tapped it to schedule production for minimal downtime. DAMO predicts that decision intelligence powered by machine learning will play a greater role in carbon reduction programs.</p>
<p>For example, due to the unpredictable nature of renewable energy, utility companies had difficulty integrating renewable energy into the power grid. By combining the power of optimal mathematical models and AI algorithms, the dual-engine approach can help utility companies achieve more accurate power generation forecasts to reduce carbon emissions and achieve stable operations.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FCloud-native-security-min.png" alt="Cloud Native Security Min" class="wp-image-50830 lazyloaded"/><br />
<h3 id="h-security-first-on-the-cloud"><strong>Security First on the Cloud</strong></h3>
<p>By 2025, over 95% of new digital workloads will be deployed on cloud-native platforms, up from 30% in 2021, according to a 2021<span> </span><a href="https://www.gartner.com/en/newsroom/press-releases/2021-11-10-gartner-says-cloud-will-be-the-centerpiece-of-new-digital-experiences" target="_blank" rel="noreferrer noopener">report</a><span> </span>by research firm Gartner.</p>
<p>In the past, companies have designed their security system with a business-first approach. But the increased deployment of cloud-native applications creates the need for more advanced security applications.</p>
<p>DAMO Academy said in the future, companies will pursue a<span> </span><strong>cloud-native security</strong><span> </span>approach that builds security into all stages of the software development life cycle. Instead of having a security system as an add-on, security would be integrated into product design from day one.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FMultimodular-model-min-1.png" alt="Multimodular Model Min 1" class="wp-image-50835 lazyloaded"/><br />
<h3 id="h-ai-s-sixth-sense"><strong>AI’s Sixth Sense</strong></h3>
<p>Just like humans have developed multiple senses to explore the world, AI has grown capable of learning from different sources to take action. </p>
<p>Multi-modular pre-training models combine various data types, including image, text, speech, and numerical data, to understand the world. In doing so, they are taking over the field of AI. Unlike their single-mode predecessors, these AI models will devour many different data types and simultaneously process them.</p>
<p>“<strong>Pre-trained multimodal models<span> </span></strong>outperform mono-modal models in terms of understanding, retrieval, generation, and question answering,” said Huang Fei, head of the Language Technology Lab of DAMO Academy.</p>
<p>By giving companies access to advanced models and data analytics, multi-modular pre-training models will be the key to boosting corporate productivity in the future, said DAMO.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FMove-over-CPU-min.png" alt="Move Over Cpu Min" class="wp-image-50832 lazyloaded"/><br />
<h3 id="h-move-over-cpu"><strong>Move Over CPU</strong></h3>
<p>The exponential growth in data processing needs has made centralized processing units (CPU) inadequate. Companies have invented new server hardware to address the demand to process higher data volume at lower latency.</p>
<p>Enter Alibaba Cloud’s<span> </span><a href="https://www.alizila.com/alibaba-cloud-unveils-new-cloud-infrastructure-to-power-data-centers/" target="_blank" rel="noreferrer noopener"><strong>Cloud Infrastructure Processing Unit</strong></a>.</p>
<p>By offloading a wide range of virtualization functions associated with storage, networking, and security from the CPU onto dedicated hardware, it can service more intensive uses for big data and artificial intelligence.</p>
<p>In the next three years, cloud computing will embrace a new infrastructure system centered around CIPU, said DAMO. It will create development opportunities for the research and development of core software and the specialized chip industry.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FPredictable-network-min.png" alt="Predictable Network Min" class="wp-image-50837 lazyloaded"/><br />
<h3 id="h-always-cloudy-please"><strong>Always Cloudy, Please</strong></h3>
<p>Data centers are crucial to support resource-draining tasks like AI and machine learning. They provide large volumes of computing, storage and energy while allowing clients to pay as they go.</p>
<p>But cloud providers do not offer guaranteed network resources to clients. The high variability in the performance provided by cloud networks often leads to unpredictable application performance.</p>
<p>“When the computing power network evolves to become a key part of the nation’s infrastructure, there is no doubt that the demand for predictability will become the number one priority,” DAMO Academy scientists wrote in the report.</p>
<p>The report estimates that in the next two to three years, a<span> </span><strong>predictable network powered by edge-network integration</strong><span> </span>will become the norm.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FComputing-imaging-min.png" alt="Computing Imaging Min" class="wp-image-50833 lazyloaded"/><br />
<h3 id="h-phone-lights-action"><strong>Phone! Lights! Action!</strong></h3>
<p>Ever wonder why your smartphone can take great photos and videos? The credit goes to<strong><span> </span>computational imaging</strong>, which will change the way we see our world, according to DAMO Academy.</p>
<p>“The emergence of computational imaging is set to transform the way human beings and machines perceive the world,” Jiamin Wu, Assistant Professor in Tsinghua University’s department of automation, noted in the report.</p>
<p>Powered by technology such as artificial intelligence and signal processing, computational imaging makes it possible for smartphones to perform like professional cameras – even without large sensors and powerful lenses.</p>
<p>Computational imaging is revolutionizing imaging applications from portrait lighting to vibration reduction, making high-tech tools available in the palm of your hand at a fraction of the price.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2Fchiplet.png" alt="Chiplet" class="wp-image-50836 lazyloaded"/><br />
<h3 id="h-chiplets"><strong>Chiplets</strong></h3>
<p>The conventional wisdom is that to make computer chips faster, designers need to pack more transistors onto one piece of silicon and make them bigger.</p>
<p>But with the surging volume of data processing, it would be challenging to produce larger chips to provide the computing horsepower. Chip developers instead chose an alternative approach to break the chips into smaller pieces and stitch them together. Each part, dubbed a<strong><span> </span></strong>chiplet, makes up a larger integrated circuit.</p>
<p><strong>Chiplets<span> </span></strong>are less prone to manufacturing defects and are less costly to produce because they are small. Chipmakers can also add or subtract chiplet on processors to customize the chips to suit their needs.</p>
<p>In 2022, the industry also introduced a new standard for chiplet-based processor designs. These small but mighty components will continue to transform chip research and development in the year ahead, according to DAMO Academy.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FMaking-memories-min.png" alt="Making Memories Min" class="wp-image-50831 lazyloaded"/><br />
<h3 id="h-making-memories"><strong>Making Memories</strong></h3>
<p>To make AI processing power-efficient, a new computing architecture called processing-in-memory is here to help.</p>
<p>The traditional architecture for computing systems uses separate processors and memory units to carry out data processing tasks. It requires data to be constantly moved back and forth between the processor and the main memory.</p>
<p><strong>Processing in memory</strong><span> </span>can overcome the data transfer by bringing processing directly to where data is stored, leading to a reduction in energy consumption and a boost in system performance.</p>
<p>DAMO Academy said processing in memory would become the mainstream computing architecture in the AI era. Developers have come up with compute-in-memory chips to power a wide range of AI applications, ranging from virtual and augmented reality to astronomy data computing.</p>
<img width="1200" height="675" src="https://alizila.oss-us-west-1.aliyuncs.com/uploads/2023%2F01%2FDigital-twin-min-1.jpg" alt="Digital Twin Min 1" class="wp-image-50834 lazyloaded"/><br />
<h3 id="h-a-tale-of-two-cities"><strong>A Tale of Two Cities</strong></h3>
<p>If you wonder how a mega city operates, check out its digital twin, or 3D virtual replicas of the city that gives you a glimpse of the real-time situation of its people, vehicles, and buildings.</p>
<p>Powered with technologies such as sensors and advanced analytics, urban planners can connect the real-time data of physical objects in the cities with their digital representation.</p>
<p>Singapore has created the world’s first digital twin of an entire country, allowing it to virtually test potential policy initiatives before implementing them in the real world, be it predicting road traffic or simulating energy use. </p>
<p>DAMO Academy said<span> </span><strong>large-scale urban digital twins</strong><span> </span>had achieved significant progress in traffic management, natural disaster prevention, and carbon emission management. In the future, they can help urban planners develop and test autonomous vehicles, drones and robots to build smart cities.</p>
</div> ask yourself if reasons why s…tag:innovations.ning.com,2023-02-22:6537428:Comment:424062023-02-22T01:03:59.649Zchris macraehttp://innovations.ning.com/profile/s0neqm9lsoui
<p>ask yourself if reasons why silicon valley putting millions times more into this type of ai research over next decade has anything to do with millennials being sustainability generation <a href="https://www.nber.org/papers/w30957" target="_blank" rel="noopener">https://www.nber.org/papers/w30957</a></p>
<p>ask yourself if reasons why silicon valley putting millions times more into this type of ai research over next decade has anything to do with millennials being sustainability generation <a href="https://www.nber.org/papers/w30957" target="_blank" rel="noopener">https://www.nber.org/papers/w30957</a></p> feb 2023 google's ceo predict…tag:innovations.ning.com,2023-02-21:6537428:Comment:420002023-02-21T17:51:52.591Zchris macraehttp://innovations.ning.com/profile/s0neqm9lsoui
<p>feb 2023 google's ceo predicts we've entered decade of million times more intel (od aerificial computing kind) what does that mean for life long action leearning of all od us 21st c human brains…</p>
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<p>feb 2023 google's ceo predicts we've entered decade of million times more intel (od aerificial computing kind) what does that mean for life long action leearning of all od us 21st c human brains</p>
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<div class="article-meta__author-container"><div class="article-meta__author-wrapper"><div class="article-meta__abstract"><div class="article-meta__abstract-container"><div class="article-meta__published-wrapper article-meta__published-wrapper-long"><p class="article-meta__published-at">2023</p>
<p class="article-meta__read-time"><span class="article-meta__read-time--number">4<span> </span></span>min read</p>
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<div class="article-meta__container"><div class="article-meta__content"><source media="(max-resolution: 1.5dppx)"></source><source media="(min-resolution: 1.5dppx)"></source><img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/SundarPichai_2x.max-208x156.format-webp.webp" alt="SundarPichai_2x.jpg"/>
<div class="article-meta__author-info"><div class="article-meta__author-name">Sundar Pichai</div>
<div class="article-meta__author-title">CEO of Google and Alphabet</div>
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<div class="aspect-ratio-image"><div class="aspect-ratio-image__container"><img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/feb_6_AI_hero.width-1000.format-webp.webp" alt="Abstract shapes in Google's four colors on a gray background" class="aspect-ratio-image__image"/></div>
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<div class="uni-wrapper article-container__wrapper"><div class="uni-content uni-blog-article-container article-container__content"><div class="module--text module--text__article"><div class="uni-paragraph article-paragraph"><div class="rich-text"><p class="drop-cap">AI is the most profound technology we are working on today. Whether it’s helping doctors detect diseases earlier or enabling people to access information in their own language, AI helps people, businesses and communities unlock their potential. And it opens up new opportunities that could significantly improve billions of lives. That’s why we re-oriented the company around AI six years ago — and why we see it as the most important way we can deliver on our mission: to organize the world’s information and make it universally accessible and useful.</p>
<p>Since then we’ve continued to make investments in AI across the board, and Google AI and DeepMind are advancing the state of the art. Today, the scale of the largest AI computations is<span> </span><a href="http://arxiv.org/abs/2202.05924" target="_blank" rel="noopener">doubling every six months</a>, far outpacing Moore’s Law. At the same time, advanced generative AI and large language models are capturing the imaginations of people around the world. In fact, our<span> </span><a href="https://arxiv.org/abs/1706.03762" target="_blank" rel="noopener">Transformer</a><span> </span>research project and our field-defining paper in 2017, as well as our important advances in diffusion models, are now the basis of many of the generative AI applications you're starting to see today.</p>
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<div class="module--text module--text__article"><div class="uni-paragraph article-paragraph"><div class="rich-text"><h2>Introducing Bard</h2>
<p>It’s a really exciting time to be working on these technologies as we translate deep research and breakthroughs into products that truly help people. That’s the journey we’ve been on with large language models. Two years ago we unveiled next-generation language and conversation capabilities powered by our Language Model for Dialogue Applications (or<span> </span><a href="https://blog.google/technology/ai/lamda/">LaMDA</a><span> </span>for short).</p>
<p>We’ve been working on an experimental conversational AI service, powered by LaMDA, that we’re calling Bard. And today, we’re taking another step forward by opening it up to trusted testers ahead of making it more widely available to the public in the coming weeks.</p>
<p>Bard seeks to combine the breadth of the world’s knowledge with the power, intelligence and creativity of our large language models. It draws on information from the web to provide fresh, high-quality responses. Bard can be an outlet for creativity, and a launchpad for curiosity, helping you to explain new discoveries from NASA’s James Webb Space Telescope to a 9-year-old, or learn more about the best strikers in football right now, and then get drills to build your skills.</p>
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<div class="article-image"><div class="article-image__is-caption"><video autoplay="autoplay" loop="loop" muted="" class="article-image__media article-image--full" src="https://storage.googleapis.com/gweb-uniblog-publish-prod/original_videos/Super_G_BRD2023_blogEXP_v024a.mp4" title="Animation showing Bard explaining new discoveries from NASA’s James Webb Space Telescope to a 9-year-old"></video></div>
<div class="rich-text"><p>Use Bard to simplify complex topics, like explaining new discoveries from NASA’s James Webb Space Telescope to a 9-year-old.</p>
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<div class="module--text module--text__article"><div class="uni-paragraph article-paragraph"><div class="rich-text"><p>We’re releasing it initially with our lightweight model version of LaMDA. This much smaller model requires significantly less computing power, enabling us to scale to more users, allowing for more feedback. We’ll combine external feedback with our own internal testing to make sure Bard’s responses meet a<span> </span><a href="https://ai.googleblog.com/2022/01/lamda-towards-safe-grounded-and-high.html" target="_blank" rel="noopener">high bar for quality, safety and groundedness</a><span> </span>in real-world information. We’re excited for this phase of testing to help us continue to learn and improve Bard’s quality and speed.</p>
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<div class="module--text module--text__article"><div class="uni-paragraph article-paragraph"><div class="rich-text"><h2>Bringing the benefits of AI into our everyday products</h2>
<p>We have a long history of using AI to improve Search for billions of people. BERT, one of our first Transformer models, was revolutionary in understanding the intricacies of human language. Two years ago, we introduced MUM, which is 1,000 times more powerful than BERT and has next-level and multi-lingual understanding of information which can pick out<span> </span><a href="https://blog.google/products/search/key-moments-video-search/">key moments in videos and provide</a><span> </span>critical information, including<span> </span><a href="https://blog.google/products/search/using-ai-keep-google-search-safe/?_ga=2.98664346.52992333.1675136960-653895777.1637261672">crisis support,</a><span> </span>in more languages.</p>
<p>Now, our newest AI technologies — like LaMDA, PaLM, Imagen and MusicLM — are building on this, creating entirely new ways to engage with information, from language and images to video and audio. We’re working to bring these latest AI advancements into our products, starting with Search.</p>
<p>One of the most exciting opportunities is how AI can deepen our understanding of information and turn it into useful knowledge more efficiently — making it easier for people to get to the heart of what they’re looking for and get things done. When people think of Google, they often think of turning to us for quick factual answers, like “how many keys does a piano have?” But increasingly, people are turning to Google for deeper insights and understanding — like, “is the piano or guitar easier to learn, and how much practice does each need?” Learning about a topic like this can take a lot of effort to figure out what you really need to know, and people often want to explore a diverse range of opinions or perspectives.</p>
<p>AI can be helpful in these moments, synthesizing insights for questions where there’s no one right answer. Soon, you’ll see AI-powered features in Search that distill complex information and multiple perspectives into easy-to-digest formats, so you can quickly understand the big picture and learn more from the web: whether that’s seeking out additional perspectives, like blogs from people who play both piano and guitar, or going deeper on a related topic, like steps to get started as a beginner. These new AI features will begin rolling out on Google Search soon.</p>
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<div class="article-image"><div class="article-image__is-caption"><img alt="Mobile phones showing Search queries for "is piano or guitar easier to learn and how much practice does each need?" and "what are the best constellations to look for when stargazing?" The search result pages display an answer to the question, powered by AI" src="https://storage.googleapis.com/gweb-uniblog-publish-prod/original_images/AI_features_feb6.gif" class="article-image--full"/></div>
<div class="rich-text"><p>When looking for insights, AI features in Search can distill information to help you see the big picture.</p>
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<div class="module--text module--text__article"><div class="uni-paragraph article-paragraph"><div class="rich-text"><h2>Helping developers innovate with AI</h2>
<p>Beyond our own products, we think it’s important to make it easy, safe and scalable for others to benefit from these advances by building on top of our best models. Next month, we’ll start onboarding individual developers, creators and enterprises so they can try our Generative Language API, initially powered by LaMDA with a range of models to follow. Over time, we intend to create a suite of tools and APIs that will make it easy for others to build more innovative applications with AI. Having the necessary compute power to build reliable and trustworthy AI systems is also crucial to startups, and we are excited to help scale these efforts through our Google Cloud partnerships with<span> </span><a href="https://cloud.google.com/blog/products/ai-machine-learning/accelerating-language-model-training-with-cohere-and-google-cloud-tpus" target="_blank" rel="noopener">Cohere</a>,<span> </span><a href="https://c3.ai/partners/googlecloud-partnership/" target="_blank" rel="noopener">C3.ai</a><span> </span>and<span> </span><a href="https://www.prnewswire.com/news-releases/anthropic-forges-partnership-with-google-cloud-to-help-deliver-reliable-and-responsible-ai-301738512.html" target="_blank" rel="noopener">Anthropic</a>, which was just announced last week. Stay tuned for more developer details soon.</p>
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<div class="module--text module--text__article"><div class="uni-paragraph article-paragraph"><div class="rich-text"><h2>Bold and responsible</h2>
<p>It’s critical that we bring experiences rooted in these models to the world in a bold and responsible way. That’s why we’re committed to developing AI responsibly: In 2018, Google was one of the first companies to publish a set of<span> </span><a href="https://ai.google/principles/" target="_blank" rel="noopener">AI Principles</a>. We continue to provide education and resources for our researchers, partner with governments and external organizations to develop standards and best practices, and work with communities and experts to make AI safe and useful.</p>
<p>Whether it’s applying AI to radically transform our own products or making these powerful tools available to others, we’ll continue to be bold with innovation and responsible in our approach. And it’s just the beginning — more to come in all of these areas in the weeks and months ahead.</p>
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<li><a class="uni-blog-article-tags-value uni-link-active" href="https://blog.google/inside-google/message-ceo/">A Message From Our CEO</a></li>
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<li><a class="uni-blog-article-tags-value uni-link-active" href="https://blog.google/technology/ai/">AI</a></li>
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<h3 class="article-about-author__section--title">About the author</h3>
<div class="article-about-author__section--wrapper"><div class="article-about-author__wrapper-single"><div class="article-about-author__left-container"><div class="article-about-author__photo--wrapper"><source media="(max-resolution: 1.5dppx)"></source><source media="(min-resolution: 1.5dppx)"></source><img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/SundarPichai_2x.max-208x156.format-webp.webp" alt="Sundar Pichai"/>
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<div class="article-about-author__right-container"><h4 class=" article-about-author__name">Sundar Pichai</h4>
<h5 class="article-about-author__title">CEO of Google and Alphabet</h5>
<p class="article-about-author__profile">Sundar is the CEO of Google and Alphabet and serves on Alphabet’s Board of Directors. Under his leadership, Google has been focused on developing products and services, powered by the latest advances in AI, that offer help in moments big and small.</p>
<a href="https://blog.google/perspectives/sundar-pichai/" class="article-about-author__landing-link"><span>Read more from Sundar</span><span> </span></a></div>
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</div> we need one oerall map to plu…tag:innovations.ning.com,2023-02-21:6537428:Comment:424032023-02-21T12:37:47.602Zchris macraehttp://innovations.ning.com/profile/s0neqm9lsoui
<p>we need one oerall map to plug and play 8 billion brains around as well as 200 nations and anyb other borders that professions must stop externalising risks out of if they are to live up to hippocratic oaths</p>
<p>I suggest that guterres map seconded by 10 of the greatest educators i have serched out (all at least loosely connecetd by DSir Fazle abed and 1billionn girls empowernent0…</p>
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<p>we need one oerall map to plug and play 8 billion brains around as well as 200 nations and anyb other borders that professions must stop externalising risks out of if they are to live up to hippocratic oaths</p>
<p>I suggest that guterres map seconded by 10 of the greatest educators i have serched out (all at least loosely connecetd by DSir Fazle abed and 1billionn girls empowernent0</p>
<p><a href="https://storage.ning.com/topology/rest/1.0/file/get/10970832667?profile=original" target="_blank" rel="noopener"><img src="https://storage.ning.com/topology/rest/1.0/file/get/10970832667?profile=RESIZE_710x" class="align-full"/></a></p>
<p>hence my beccmatk advice to stdients playing game worldtrecordjobs in 2020s is start with being alumnisat of abed adn vin neumann then choose your third and if by nw you have far deeper practice innovations to bring to life who do you sub in and whuch of neumann abed do you sub our</p>
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