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class="icon-left-open-big" aria-hidden="true"></i></span><div class="photo"><img width="150" height="150" src="https://wand.ai/wp-content/uploads/On-demand-Webinar-2-150x150.png" class="attachment-be_thumbnail size-be_thumbnail wp-post-image" alt="" decoding="async" srcset="https://wand.ai/wp-content/uploads/On-demand-Webinar-2-150x150.png 150w, https://wand.ai/wp-content/uploads/On-demand-Webinar-2-600x600.png 600w, https://wand.ai/wp-content/uploads/On-demand-Webinar-2-24x24.png 24w, https://wand.ai/wp-content/uploads/On-demand-Webinar-2-48x48.png 48w, https://wand.ai/wp-content/uploads/On-demand-Webinar-2-96x96.png 96w, https://wand.ai/wp-content/uploads/On-demand-Webinar-2-300x300.png 300w" sizes="(max-width:767px) 150px, 150px" /></div><div class="desc"><h6>On-demand Webinar: The Future of Artificial Intelligence</h6><span class="date"><i class="icon-clock" aria-hidden="true"></i>September 11, 2024</span></div></a><a class="fixed-nav fixed-nav-next format- style-default" href="https://wand.ai/blog/large-language-models-are-so-unreasonable/"><span class="arrow"><i class="icon-right-open-big" aria-hidden="true"></i></span><div class="photo"><img width="150" height="150" src="https://wand.ai/wp-content/uploads/v11-150x150.png" class="attachment-be_thumbnail size-be_thumbnail wp-post-image" alt="robot-with-word-bubble-strawberry-knowledgeworker-at-desk" decoding="async" srcset="https://wand.ai/wp-content/uploads/v11-150x150.png 150w, https://wand.ai/wp-content/uploads/v11-600x600.png 600w, https://wand.ai/wp-content/uploads/v11-24x24.png 24w, https://wand.ai/wp-content/uploads/v11-48x48.png 48w, https://wand.ai/wp-content/uploads/v11-96x96.png 96w, https://wand.ai/wp-content/uploads/v11-300x300.png 300w" sizes="(max-width:767px) 150px, 150px" /></div><div class="desc"><h6>Large Language Models Are So Unreasonable!</h6><span class="date"><i class="icon-clock" aria-hidden="true"></i>September 24, 2024</span></div></a><div class="mfn-builder-content mfn-single-post-tmpl-builder"><section class="section mcb-section mfn-default-section mcb-section-y5tepn3mn default-width" style="" ><div class="mcb-background-overlay"></div><div class="section_wrapper mfn-wrapper-for-wraps mcb-section-inner mcb-section-inner-y5tepn3mn"><div class="wrap mcb-wrap mcb-wrap-0r5txce4l one tablet-one laptop-one mobile-one clearfix" data-desktop-col="one" data-laptop-col="laptop-one" data-tablet-col="tablet-one" data-mobile-col="mobile-one" style="" ><div class="mcb-wrap-inner mcb-wrap-inner-0r5txce4l mfn-module-wrapper mfn-wrapper-for-wraps" ><div class="mcb-wrap-background-overlay"></div><div class="column mcb-column mcb-item-x7yy1x4nk one laptop-one tablet-one mobile-one column_breadcrumbs" style="" ><div class="mcb-column-inner mfn-module-wrapper mcb-column-inner-x7yy1x4nk mcb-item-breadcrumbs-inner"><ul class="breadcrumbs no-link"><li><a href="https://wand.ai/blog/category/ai-technology/">AI Technology</a><span class="mfn-breadcrumbs-separator"> ></span></li><li><a href="https://wand.ai/blog/what-is-collaborative-artificial-general-intelligence/">What is Collaborative Artificial General Intelligence (CAGI)?</a></li></ul></div></div></div></div></div></section><section class="section mcb-section mfn-default-section mcb-section-xrw9oleqv single-post-block default-width" style="" ><div class="mcb-background-overlay"></div><div class="section_wrapper mfn-wrapper-for-wraps mcb-section-inner mcb-section-inner-xrw9oleqv"><div class="wrap mcb-wrap mcb-wrap-lqqzzr9of four-fifth tablet-one laptop-four-fifth mobile-one clearfix" data-desktop-col="four-fifth" data-laptop-col="laptop-four-fifth" data-tablet-col="tablet-one" data-mobile-col="mobile-one" style="" ><div class="mcb-wrap-inner mcb-wrap-inner-lqqzzr9of mfn-module-wrapper mfn-wrapper-for-wraps" ><div class="mcb-wrap-background-overlay"></div><div class="column mcb-column mcb-item-rruegy9nj one laptop-one tablet-one mobile-one column_tag_cloud" style="" ><div class="mcb-column-inner mfn-module-wrapper mcb-column-inner-rruegy9nj mcb-item-tag_cloud-inner"><ul class="mfn-tag-cloud mfn-tag-cloud-text"><li><a href="https://wand.ai/blog/category/ai-technology/">AI Technology</a></li></ul></div></div><div class="column mcb-column mcb-item-z36hbusfn one laptop-one tablet-one mobile-one column_heading" style="" ><div class="mcb-column-inner mfn-module-wrapper mcb-column-inner-z36hbusfn mcb-item-heading-inner"><h1 class="title">What is Collaborative Artificial General Intelligence (CAGI)?</h1></div></div><div class="column mcb-column mcb-item-hs15eo8sf one laptop-one tablet-one mobile-one column_heading" style="" ><div class="mcb-column-inner mfn-module-wrapper mcb-column-inner-hs15eo8sf mcb-item-heading-inner"><p class="title">September 13, 2024</p></div></div><div class="column mcb-column mcb-item-b22dkcl6 one laptop-one tablet-one mobile-one column_post_content" style="" ><div class="mcb-column-inner mfn-module-wrapper mcb-column-inner-b22dkcl6 mcb-item-post_content-inner"><div class="mfn-builder-content mfn-default-content-buider"></div><section class="section mcb-section the_content has_content"><div class="section_wrapper"><div class="the_content_wrapper "> <figure class="wp-block-image size-full is-resized"><img fetchpriority="high" decoding="async" width="1100" height="800" src="https://wand.ai/wp-content/uploads/Img_1-1.jpg" alt="" class="wp-image-856" style="width:217px;height:auto" srcset="https://wand.ai/wp-content/uploads/Img_1-1.jpg 1100w, https://wand.ai/wp-content/uploads/Img_1-1-500x364.jpg 500w, https://wand.ai/wp-content/uploads/Img_1-1-300x218.jpg 300w, https://wand.ai/wp-content/uploads/Img_1-1-768x559.jpg 768w, https://wand.ai/wp-content/uploads/Img_1-1-103x75.jpg 103w, https://wand.ai/wp-content/uploads/Img_1-1-960x698.jpg 960w, https://wand.ai/wp-content/uploads/Img_1-1-480x349.jpg 480w" sizes="(max-width:767px) 480px, (max-width:1100px) 100vw, 1100px" /></figure> <p></p> <p>It’s 2024, and artificial intelligence (AI) is no longer just a buzzword—it’s a reality shaping our everyday lives. From revolutionizing breast cancer screening by providing faster and more accurate diagnoses to AI-driven predictive maintenance systems in manufacturing that minimize downtime and reduce costs, AI is becoming an integral part of every industry. In the financial sector, AI algorithms are optimizing trading strategies and detecting fraudulent activities in real-time. Retailers are leveraging AI-powered recommendation engines to personalize shopping experiences and boost sales. AI chatbots are transforming customer service by providing instant, 24/7 support and enhancing lead generation through intelligent data analysis. This is an exhilarating time for humanity as we push the boundaries of what technology can achieve and explore the limitless possibilities of AI’s future applications.</p> <p>But as we marvel at these advancements, we can’t help but wonder: What lies beyond the AI systems and Large Language Models (LLMs) we know today?</p> <p>In this article, we’re thrilled to sit down with our CEO, Rotem Alaluf, to explore the future of AI in the enterprise world.</p> <p></p> <p><strong>Sophia:</strong> Welcome to our Fireside Chat, Rotem! Before we dive into the future of AI, could you start by telling us what type of AI the industry is currently using?</p> <p><strong>Rotem:</strong> The AI that businesses predominantly use today is specifically designed to excel at individual tasks, such as enhancing customer interactions or optimizing supply chains. While this technology is incredibly powerful within its specific domain, the next generation of AI aims to perform exceptionally across multiple domains. This future AI will have the ability to adapt and handle a variety of tasks, pushing the boundaries of what technology can achieve.</p> <p></p> <p><strong>Sophia</strong>: How is AI benefiting businesses today? Could you share some real-world examples where AI is making a significant impact?</p> <p><strong>Rotem</strong>: AI adoption in enterprises is driving notable productivity gains and delivering measurable financial benefits. For instance, in the financial sector, AI is transforming the lending process by reducing decision-making times from weeks to just minutes. This improvement not only accelerates operations but also enhances the accuracy of decisions, providing businesses with a distinct competitive advantage.</p> <p>In addition, AI is improving internal processes across various industries. It’s helping organizations handle tasks such as reviewing legal agreements, checking contracts, and managing complex projects more efficiently. By taking on these time-consuming responsibilities, AI enables companies to reduce costs, increase efficiency, and explore new growth opportunities. The impact of AI is clear in how it’s helping businesses become more agile and competitive. Our goal is to elevate efficiency and productivity to unprecedented levels. Achieving this requires not only the development of more advanced AI solutions but also the creation of simpler processes for their adoption.</p> <p></p> <p><strong>Sophia: </strong>The AI community often talks about Artificial General Intelligence, or AGI. Could you explain what AGI is?</p> <p><strong>Rotem: </strong>Artificial General Intelligence, or single-agent AGI, refers to a form of AI that possesses the ability to understand, learn, and apply knowledge across a wide range of tasks at a level comparable to a human being. Unlike narrow AI, which is designed for specific tasks, single-agent AGI would have the capability to perform any intellectual task that a human can. It would have the ability to generalize knowledge across domains, continuously learn from experiences, understand complex concepts, and operate autonomously. While single-agent AGI does not exist yet, achieving it would require solving several core challenges in machine learning. The potential impact of single-agent AGI is profound, with the power to revolutionize virtually any sector, but it also raises concerns regarding control, safety, and unintended consequences.</p> <p></p> <p><strong>Sophia: </strong>Is single-agent AGI the next big step in AI advancements?</p> <p><strong>Rotem: </strong>Achieving an AI system that performs at a human-like level would be a monumental milestone for humanity, unlocking significant new market opportunities. While many envision AGI as a single, centralized system that matches human performance, we have a different perspective. We believe that AGI capabilities will be realized through the collaboration of multiple AI systems, a concept we term Collaborative Artificial General Intelligence (CAGI). As a society, we should prioritize the development of CAGI systems over single-agent AGI.</p> <p></p> <p><strong>Sophia: </strong>Interesting! What exactly is Collaborative Artificial General Intelligence (CAGI)?</p> <p><strong>Rotem: </strong>Collaborative Artificial General Intelligence, or CAGI, takes a different approach from single-agent AGI. Instead of relying on a single system to achieve AGI performance, CAGI harnesses the collective expertise of numerous specialized AI agents. These agents, each with their own areas of expertise, personas, and perspectives, work together to produce single-agent AGI-level outputs. By collaborating, hundreds, thousands, or even hundreds of thousands of these independent agents can tackle tasks and solve problems across a wide range of domains, achieving results that rival those of true AGI.</p> <p></p> <p><strong>Sophia:</strong> Can you give me an example of how a single-agent AGI system would differ from a CAGI system in practice?</p> <p><strong>Rotem</strong>: Certainly! Let’s consider a scenario where an organization wants to find relevant data, clean and merge it, develop a predictive AI model, identify the top 100 customers most likely to churn, and create personalized campaigns to retain them. This process needs to run weekly to ensure timely and effective interventions.</p> <p>If you were to give this task to a single-agent AGI system, it would try to handle everything—sourcing relevant data, developing the predictive model, identifying the customers, and creating the personalized campaigns—all on its own using one agent. While one system might manage all these tasks, it might not be the most efficient or accurate approach, as it’s essentially doing the work of multiple specialists.</p> <p>Now, imagine a CAGI system tackling the same problem. Instead of a single-agent handling every aspect, the task would be distributed among different AI agents, each specializing in a particular area. For instance, one agent might excel in data analysis, another in predictive modeling, and another in marketing strategy. These agents would collaborate, leveraging their individual strengths to complete the task more quickly and accurately than a single AI system could.</p> <p>By dividing the work among specialized AI agents, a CAGI system can achieve results that are not only faster but also more precise, computationally more efficient, effectively mimicking the collaborative efforts of a skilled human team.</p> <p></p> <p><strong>Sophia:</strong> That’s a great example of how those approaches will work in solving business problems. The big question on everyone’s minds is: What’s the timeline for rolling out these AI systems?</p> <p><strong>Rotem: </strong>One of the key advantages of CAGI over single-agent AGI is the speed at which it can be realized. The path to single-agent AGI has proven to be complex and challenging, with estimates for its arrival varying widely. For instance, Shane Legg, co-founder and chief AGI scientist at Google DeepMind, <a href="https://futurism.com/google-deepmind-agi-5-years">estimates that there’s a 50% chance that AGI will be developed by 2028</a>, while Sam Altman, CEO of OpenAI, suggests AGI could be reached in the next four or five years. However, in a recent survey, <a href="https://time.com/6556168/when-ai-outsmart-humans/">the majority of 1,712 AI experts</a> believe there’s only a 50% chance of AGI being developed by 2047.</p> <p>Approaching AGI through collaborative systems, can be developed much more quickly, even over the next 2-3 years. </p> <p></p> <p><strong>Sophia: </strong>How about their computational efficiency? Are there any major differences?</p> <p><strong>Rotem</strong>: Advancing single-agent AGI systems comes with significant environmental challenges. Data centers required for single-agent AGI systems consume vast amounts of electricity and water, with servers demanding as much power as an average household. The energy use generates substantial heat, requiring cooling systems that further increase water and energy consumption.</p> <p>CAGI systems are more computationally efficient and environmentally sustainable. By distributing tasks among specialized agents, CAGI reduces the overall demand on computational resources. This approach allows each agent to operate with minimal overhead, making resource usage more efficient. Additionally, the collaborative nature of the system enables parallel processing, which speeds up tasks and reduces the need for the extensive computational power that single-agent AGI would require.</p> <p></p> <p><strong>Sophia: </strong>Let’s talk about safety protocols. Does CAGI have an advantage over single-agent AGI?</p> <p><strong>Rotem</strong>: Yes, CAGI systems have a distinct advantage when it comes to safety protocols. As collaborative systems are composed of specialized agents, each one can be individually audited, controlled, and adjusted. This allows for more transparent and explainable operations, making it easier for human observers to monitor and ensure compliance with ethical standards. If an issue arises, it can be pinpointed and addressed with precision.</p> <p>On the other hand, single-agent AGI systems, with their integrated and holistic nature, pose greater challenges in terms of control and oversight. Their complex decision-making processes are often less interpretable, making it harder to implement effective safety measures. The compartmentalized structure of CAGI, however, allows for straightforward deployment of guardrails and clearer monitoring capabilities, giving human overseers better insights into the system’s operations and decisions.</p> <p></p> <p><strong>Sophia</strong>: Last question, Rotem: What does the future hold for CAGI, and how is Wand AI contributing to this vision?</p> <p><strong>Rotem</strong>: In order to achieve CAGI, new fundamental technologies need to be developed, going beyond what large language models (LLMs) currently offer. At Wand AI, we’re leading the journey toward making CAGI a reality. Our fundamental research group is working on a breakthrough technology we call ‘Cognitive Language Models’ (CLMs). These models are designed to provide advanced reasoning and planning capabilities, built-in mechanisms to control hallucinations, and dynamic personality building.</p> <p>We believe CLMs will play a crucial role in the development of CAGI, enabling agents to operate more intelligently and autonomously while maintaining alignment with human values and ethical standards. </p> <p></p> <p><strong>Summary</strong></p> <p>The future of AI is filled with potential, with Collaborative Artificial General Intelligence (CAGI) paving the way for redefining the world of business and software.</p> <p>As the path toward CAGI unfolds, Wand AI is proud to lead this groundbreaking evolution.</p> </div></div></section></div></div><div class="column mcb-column mcb-item-gnofvhal one laptop-one tablet-one mobile-one column_heading" style="" ><div class="mcb-column-inner mfn-module-wrapper mcb-column-inner-gnofvhal mcb-item-heading-inner"><span class="title">Share</span></div></div><div class="column 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