{"id":19779,"date":"2023-08-29T22:42:56","date_gmt":"2023-08-29T20:42:56","guid":{"rendered":"https:\/\/www.bluenove.com\/?p=19779"},"modified":"2023-08-30T23:29:50","modified_gmt":"2023-08-30T21:29:50","slug":"chatgpt-and-collective-intelligence","status":"publish","type":"post","link":"https:\/\/www.bluenove.com\/en\/blog\/chatgpt-and-collective-intelligence\/","title":{"rendered":"ChatGPT at Bluenove: A 6-Month Odyssey that&#8217;s Shaping the Future of Collective Intelligence"},"content":{"rendered":"<p><span data-preserver-spaces=\"true\">As a long-standing player in collective intelligence, we saw the wave of generative AI as one to be ridden rather than endured. That&#8217;s why, over the past few months, we&#8217;ve been experimenting with several new uses enabled by these AIs.\u00a0\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">We are looking at this exciting period with this conversation between\u00a0<\/span><strong><span data-preserver-spaces=\"true\">Maxime Barbier\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">(Associate Director, Chief Revenue Officer) and\u00a0<\/span><strong><span data-preserver-spaces=\"true\">Kristy Anamoutou\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">(Associate Director, Product and Technical Operations).\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong><span data-preserver-spaces=\"true\">Maxime (M) <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; Hi Kristy. The massive arrival of generative AI over the last few months has uprooted every organization. At bluenove, we&#8217;ve taken the subject seriously and see it <\/span><strong><span data-preserver-spaces=\"true\">as a field of opportunities\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">rather than an insurmountable constraint. Thank you for taking the time to share with the community and all those interested in these AI topics the lessons you&#8217;ve learned from experimenting with AI at bluenove over the last six months. <\/span><\/p>\n<h5><span data-preserver-spaces=\"true\">So,\u00a0<\/span><strong><span data-preserver-spaces=\"true\">is generative AI changing how our teams design and develop our collective intelligence solutions and shape the promise of our products?\u00a0<\/span><\/strong><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">Kristy (K) <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">The answer is yes! Generative artificial intelligence profoundly changes our approach to software design and analysis capabilities<\/span><\/strong><span data-preserver-spaces=\"true\">. Today, for example, it&#8217;s no longer a question of simply offering an enriched text editor (i.e., RTE). We have entered the\u00a0<\/span><strong><span data-preserver-spaces=\"true\">era of intelligent word processing.<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0This new approach suggests improvements and iterations of the original text to our users, whether in form or content. It&#8217;s an actual<\/span><strong><span data-preserver-spaces=\"true\">\u00a0invitation to augmented usage<\/span><\/strong><span data-preserver-spaces=\"true\">. Collective intelligence platforms, whether for gathering ideas, opinions, or conversations, have a mission to assist their users. Their aim?\u00a0<\/span><strong><span data-preserver-spaces=\"true\">To improve the quality of their ideas and exchanges so that they have a more substantial, more relevant impact.\u00a0<\/span><\/strong><\/p>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; And more specifically, on the impact of ChatGPT. How did you perceive it at bluenove? Simple evolution or real revolution?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">ChatGPT has been a real revolution<\/span><\/strong><span data-preserver-spaces=\"true\">. Its rapid adoption by the general public is mainly due to its instant messaging interface, which most of us have already mastered, whether through our usual messaging applications or chatbots. It&#8217;s a fine example of how,\u00a0<\/span><strong><span data-preserver-spaces=\"true\">sometimes, the most striking innovations rely on familiar tools<\/span><\/strong><span data-preserver-spaces=\"true\">. The saying goes, &#8220;<em>The\u00a0<\/em><\/span><em>best jams are made in old pots<\/em><span data-preserver-spaces=\"true\">.&#8221;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">At bluenove, we quickly realized the importance of building on the successes of other applications<\/span><\/strong><span data-preserver-spaces=\"true\">, and ChatGPT is a perfect example.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_19788\" aria-describedby=\"caption-attachment-19788\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-19788 size-large\" src=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67-1024x574.png\" alt=\"\" width=\"1024\" height=\"574\" srcset=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67-1024x574.png 1024w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67-300x168.png 300w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67-768x430.png 768w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67-700x392.png 700w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67-1280x717.png 1280w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67-640x360.png 640w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-black-woman-programming-on-futuristic-interface-codes--bbb912b6-b963-437f-8727-e4db7c975a67.png 1456w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption id=\"caption-attachment-19788\" class=\"wp-caption-text\">Illustration made with Midjourney<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; What about\u00a0<\/span><strong><span data-preserver-spaces=\"true\">free access\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">to certain services? How has this influenced bluenove&#8217;s approach?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">The free access was a real boon<\/span><\/strong><span data-preserver-spaces=\"true\">. By offering free access to <a href=\"https:\/\/openai.com\/chatgpt\">ChatGPT<\/a> 3.5 in exchange for creating an account and using the data to train the model, <a href=\"https:\/\/openai.com\/\">OpenAI<\/a> was able to benefit from pervasive user testing.\u00a0<\/span><strong><span data-preserver-spaces=\"true\">This strategy enabled them to gather valuable feedback and build a solid community of expert users<\/span><\/strong><span data-preserver-spaces=\"true\">. The latter, in turn, have had privileged access to high-quality artificial intelligence, while others, by registering on waiting lists, have benefited from previews of new features (GPT4, APIs, Plug-ins), creating a dynamic of exchange and innovation around their products. This approach inspires us by emphasizing modern ways to manage user communities,\u00a0<\/span><strong><span data-preserver-spaces=\"true\">combining free access with exclusive access to new features via the waiting list system<\/span><\/strong><span data-preserver-spaces=\"true\">.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; What were the main\u00a0<\/span><strong><span data-preserver-spaces=\"true\">technical challenges\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">encountered by integrating IAG?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">Integrating APIs and LLMs has been a real challenge<\/span><\/strong><span data-preserver-spaces=\"true\">. The results have been auspicious. However, we have encountered difficulties accessing servers, particularly those in the US. For example, as soon as the day started on the East Coast of the US, we experienced service interruptions in the middle of our working day in France. In addition, tokens&#8217; limitations on European services slowed down our testing. All this has taught us <\/span><strong><span data-preserver-spaces=\"true\">to adjust our overall roadmap<\/span><\/strong><span data-preserver-spaces=\"true\">, incorporating this time of uncertainty and experimentation.\u00a0\u00a0<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">We&#8217;ve undertaken a\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">whole\u00a0<\/span><strong><span data-preserver-spaces=\"true\">R&amp;D phase to learn how best to work with these technologies<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0until a more local service, like the <a href=\"https:\/\/bigscience.huggingface.co\/blog\/bloom\">Bloom<\/a> LLM project, becomes available.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_19787\" aria-describedby=\"caption-attachment-19787\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-19787 size-large\" src=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d-1024x574.png\" alt=\"A group of people with different ethnicity working with laptop, screens, on semantic analysis using artificial intelligence, photorealistic, ultra detailed, volumetric light, unreal engine,\" width=\"1024\" height=\"574\" srcset=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d-1024x574.png 1024w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d-300x168.png 300w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d-768x430.png 768w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d-700x392.png 700w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d-1280x717.png 1280w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d-640x360.png 640w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-a-group-of-people-with-different-ethnicity-working-wit-5ec39c7c-a717-4d52-b308-95eabf96ca5d.png 1456w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption id=\"caption-attachment-19787\" class=\"wp-caption-text\">illustration made with Midjourney<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; How do you manage the\u00a0<\/span><strong><span data-preserver-spaces=\"true\">growing demand for specialist skills related to IAG<\/span><\/strong><span data-preserver-spaces=\"true\">?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">This is a significant challenge for us<\/span><\/strong><span data-preserver-spaces=\"true\">. Since integrating algorithms into our platform, the demand for specialized profiles such as data scientists, data analysts, and prompt engineers has grown steadily. These talents are rare. But beyond recruiting for a company of our size, we firmly believe in upgrading the skills of our in-house teams (developers, consultants, designers):\u00a0\u00a0<\/span><\/p>\n<p style=\"padding-left: 40px\"><span data-preserver-spaces=\"true\">\u00b7 We\u00a0<\/span><strong><span data-preserver-spaces=\"true\">provide\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">them\u00a0<\/span><strong><span data-preserver-spaces=\"true\">with the necessary tools, such as access and credit<\/span><\/strong><span data-preserver-spaces=\"true\">, so that they can test and experiment with the integration of AIG into our products.\u00a0\u00a0<\/span><\/p>\n<p style=\"padding-left: 40px\"><span data-preserver-spaces=\"true\">\u00b7 We regularly organize\u00a0<\/span><strong><span data-preserver-spaces=\"true\">in-house\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">&#8220;\u00e9cole 43&#8221;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">training courses\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">dedicated to chatgpt and IAGs, and\u00a0<\/span><strong><span data-preserver-spaces=\"true\">technical and product reviews\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">to discuss opportunities and limitations,\u00a0\u00a0<\/span><\/p>\n<p style=\"padding-left: 40px\"><span data-preserver-spaces=\"true\">\u00b7 and we share our discoveries and surprises internally through\u00a0<\/span><strong><span data-preserver-spaces=\"true\">NLP\/AI design cells<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0because we systematically take a step back and think critically about the impact of this technology.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">Maintaining a clear, critical vision is essential, especially in a field where new products appear every week.\u00a0\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211;\u00a0<\/span><strong><span data-preserver-spaces=\"true\">Ethics is a hot topic around generative AI<\/span><\/strong><span data-preserver-spaces=\"true\">. How is it taken into account by the tech and product teams?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; The arrival of generative AI has been a real catalyst for us, encouraging us to <\/span><strong><span data-preserver-spaces=\"true\">put ethics back at the heart of our technical and product decisions<\/span><\/strong><span data-preserver-spaces=\"true\">. <\/span><span data-preserver-spaces=\"true\">We regularly ask ourselves:\u00a0<\/span><\/p>\n<blockquote>\n<ul>\n<li><strong><em>Why integrate this generative AI? Is it necessary, or are we simply responding to a passing trend?\u00a0 <\/em><\/strong><span data-preserver-spaces=\"true\">What&#8217;s more, faced with the sometimes questionable practices of certain players, particularly in the US, our employees are quick to ask us how far we&#8217;re prepared to go in integrating these technologies.\u00a0<\/span><\/li>\n<li><strong><em>What are the limits we want to avoid crossing? <\/em><\/strong><\/li>\n<li><strong><em>What do we want to protect, above all, for our users?<\/em>\u00a0<\/strong><\/li>\n<\/ul>\n<\/blockquote>\n<p><span data-preserver-spaces=\"true\">These are the kinds of questions that lead to caring conversations and guide our choices and actions daily.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; You get the impression that our businesses are changing quickly. It&#8217;s pretty dizzying. How do you see\u00a0<\/span><strong><span data-preserver-spaces=\"true\">the future of bluenove&#8217;s businesses\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">with the arrival of AIGs?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; It&#8217;s something we think about all the time. AIG has the potential to revolutionize many businesses, <\/span><strong><span data-preserver-spaces=\"true\">but it all depends on how we choose to approach it<\/span><\/strong><span data-preserver-spaces=\"true\">. In digital transformation, an adage says, &#8220;<\/span><strong><em><span data-preserver-spaces=\"true\">You have to program before you can be programmed<\/span><\/em><\/strong><span data-preserver-spaces=\"true\">\u00a0.&#8221;In other words, we have to take the lead, deciding on our trajectory before being simply the result of other people&#8217;s decisions.\u00a0\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">As a matter of fact, we regularly ask ourselves crucial questions:\u00a0<\/span><\/p>\n<blockquote>\n<ul>\n<li><strong><em>What will be the future of our professions at bluenove, whether in the product, tech, or consulting fields? <\/em><\/strong><\/li>\n<li><strong><em>What place is left for human know-how in a world where AIGs can analyze, write, and design? <\/em><\/strong><\/li>\n<li><strong><em>What role does bluenove wish to play in this transformation as a major player in civic tech? <\/em><\/strong><\/li>\n<li><em>Particularly<\/em><strong><em>, what responsibilities do we have towards our public and private customers, users, and teams<\/em>?\u00a0<\/strong><\/li>\n<\/ul>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_19789\" aria-describedby=\"caption-attachment-19789\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-19789 size-large\" src=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb-1024x574.png\" alt=\"\" width=\"1024\" height=\"574\" srcset=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb-1024x574.png 1024w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb-300x168.png 300w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb-768x430.png 768w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb-700x392.png 700w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb-1280x717.png 1280w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb-640x360.png 640w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-kassdedi-teams-dynamics-in-a-futuristic-office-engagement-smile-8ae68676-0ce1-4a63-8a0a-b8ed17b981cb.png 1456w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption id=\"caption-attachment-19789\" class=\"wp-caption-text\">Illustration made with Midjourney<\/figcaption><\/figure>\n<h5><\/h5>\n<h5><\/h5>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; With our\u00a0<\/span><a href=\"\/?page_id=18197\"><span data-preserver-spaces=\"true\">Raison d<\/span><span data-preserver-spaces=\"true\">&#8216;e<\/span><\/a><span data-preserver-spaces=\"true\"><a href=\"\/?page_id=18197\">tre<\/a>, we&#8217;ve made the\u00a0<\/span><strong><span data-preserver-spaces=\"true\">inclusion and accessibility of our platforms and processes a priority.\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">Are these issues really at the heart of the AIG for you?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; Yes, they are. At bluenove,\u00a0<\/span><strong><span data-preserver-spaces=\"true\">we see inclusion and accessibility as the future of massive collective intelligence.\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">We use tools like ChatGPT not only as a subject for dialogue with those who want to understand the issues but also to rethink our devices.\u00a0\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">For example, we asked ChatGPT to\u00a0<\/span><strong><span data-preserver-spaces=\"true\">design solutions to make certain content accessible to older people or those without internet access<\/span><\/strong><span data-preserver-spaces=\"true\">. It&#8217;s fascinating to see how, with the right personas and well-thought-out prompts, ChatGPT can generate innovative proposals.\u00a0<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">The main challenge of any collective intelligence approach remains mobilization<\/span><\/strong><span data-preserver-spaces=\"true\">, and ChatGPT has become a significant asset for us in creating adapted and inclusive content.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; At bluenove, we chose from the outset to be both a player positioned in the development and deployment of platforms and the analysis of contributions. This often leads us to analyze tens or hundreds of thousands of verbatims, as we did for the Grand D\u00e9bat National, the Conseil National de la Refondations, or for strategic consultations undertaken by companies. <\/span><\/p>\n<h5><span data-preserver-spaces=\"true\">How do we approach the subject of\u00a0<\/span><strong><span data-preserver-spaces=\"true\">semantic analysis in<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0the GPT revolution? Is this the end of human analysis?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; <em><strong>Semantic analysis<\/strong><\/em> is <a href=\"https:\/\/youtu.be\/3uidQepbWm4?si=jI5fNpuRGccpRcoo\">a field we&#8217;re passionate about<\/a>. Although LLMs are powerful and capable of processing vast amounts of data,\u00a0<\/span><strong><span data-preserver-spaces=\"true\">precision, and nuance remain intrinsically human skills.\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">We&#8217;ve been experimenting with different protocols, combining various LLMs and embedding or classification methods. And even if LLMs can assign labels correctly, they still need to be ready to create ontologies that make deep, coherent sense. Embeddings, for example, allow us to perform calculations at record speed and aggregate thousands of data rows.\u00a0\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">However,\u00a0<\/span><strong><span data-preserver-spaces=\"true\">it remains essential to have a human eye to prioritize this information and give it real, full-fledged meaning.<\/span><\/strong><span data-preserver-spaces=\"true\"> This combination of technology and human expertise makes all the difference (<strong><em>Ai &amp; Hi coupling, <\/em><\/strong><em>Hi stands for Human Intelligence<\/em>).\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-19814 size-full\" src=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3.png\" alt=\"\" width=\"3909\" height=\"1219\" srcset=\"https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3.png 3909w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-300x94.png 300w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-1024x319.png 1024w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-768x239.png 768w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-1536x479.png 1536w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-2048x639.png 2048w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-700x218.png 700w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-1280x399.png 1280w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-1600x499.png 1600w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-1920x599.png 1920w, https:\/\/www.bluenove.com\/\/wp-content\/uploads\/2023\/08\/chatgpt-amp-bluenove-a-6-month-odyssey-thats-shaping-the-future-of-collective-intelligence-bluenove-semantic-analysis-workflow-v3-640x200.png 640w\" sizes=\"auto, (max-width: 3909px) 100vw, 3909px\" \/><\/p>\n<h5><\/h5>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; Finally, Kristy, there are also human and management issues. How has the integration of the IAGs changed\u00a0<\/span><strong><span data-preserver-spaces=\"true\">the dynamic within our teams<\/span><\/strong><span data-preserver-spaces=\"true\">?\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K &#8211; <\/span><\/strong>It&#8217;s\u00a0<span data-preserver-spaces=\"true\">an unprecedented and galvanizing adventure that you, too, are living, Maxime, in the bluenove entrepreneurial experience!\u00a0<\/span><strong><span data-preserver-spaces=\"true\">The AIGs and LLMs are like new colleagues with whom we learn to work every day.<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0Their integration is not just technical; it&#8217;s also human. This implies\u00a0<\/span><strong><span data-preserver-spaces=\"true\">specific onboarding, appropriate training, and in-depth reflection on how to put them into production.\u00a0\u00a0<\/span><\/strong><\/p>\n<p><strong>For decision-makers, executives and managers, it&#8217;s crucial to enrich teams&#8217; daily lives with these new entities. Accordingly, this allows them to ask questions that are essential to the team&#8217;s future in a fast-changing technological environment:<\/strong><\/p>\n<blockquote>\n<ul>\n<li><strong><em>How do you build a team around the integration of IAGs?<\/em><\/strong><\/li>\n<\/ul>\n<\/blockquote>\n<blockquote>\n<ul>\n<li><strong><em>What skills do team members need? Which projects can benefit from their input?<\/em><\/strong><\/li>\n<\/ul>\n<\/blockquote>\n<blockquote>\n<ul>\n<li><em><span data-preserver-spaces=\"true\">And above all, <strong>how can we share and learn from each other&#8217;s experiences?<\/strong><\/span><\/em><\/li>\n<\/ul>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 1rem\">It&#8217;s a whole chapter in the development of bluenove that we&#8217;re building together.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><strong><span data-preserver-spaces=\"true\">M <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; Kristy, to conclude and share the lessons learned, can you share with us the &#8220;10 key takeaways&#8221; that you have formulated from these lessons learned? These can guide companies&#8217; voluntary, rather than submissive, adventures with AIGs.\u00a0<\/span><\/h5>\n<p><strong><span data-preserver-spaces=\"true\">K <\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; Based on my recent experiences, here are <\/span><strong><span data-preserver-spaces=\"true\">ten laws for our ecosystem&#8217;s Generative Artificial Intelligence<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0<\/span><strong><span data-preserver-spaces=\"true\">era :<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0\u00a0<\/span><\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Augmentation<\/strong>: Generative AI doesn&#8217;t just enrich; it augments. It transforms the way we interact with software, <span class=\"highlighted\">inviting amplified uses<\/span>.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Adoption: <\/strong>The most powerful innovations are based on familiar interfaces. <span class=\"highlighted\">Rapid adoption stems from familiarity, not just novelty<\/span>.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Reciprocity: <\/strong>Offering free access can be <span class=\"highlighted\">a mutually beneficial exchange<\/span>. In exchange for data and feedback, users receive state-of-the-art tools.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Adaptability: <\/strong>Integrating new technologies requires <span class=\"highlighted\">flexibility and patience<\/span>. Technical and logistical challenges are inevitable but surmountable.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Competence: <\/strong>With the advent of AIG, the demand for specialized skills is increasing. Organizations must <span class=\"highlighted\">invest in the training and development of their teams.\u00a0<\/span><\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Ethics: <\/strong>AIG calls for renewed ethical reflection. <span class=\"highlighted\">Sound ethical principles must guide technical and product decisions.\u00a0<\/span><\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Proactivity: <\/strong>In the face of technological change, <span class=\"highlighted\">it&#8217;s better to &#8220;program&#8221; than to be &#8220;programmed .&#8221;<\/span>Organizations must anticipate and shape their future rather than suffer it.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Inclusion: <\/strong>IAG is a <span class=\"highlighted\">tool for inclusion<\/span>. It can break down barriers, facilitate understanding, and create accessible content.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Collaboration: <\/strong>IAG and humans are collaborative partners. While the AGI can process and classify data rapidly, <span class=\"highlighted\"><em>the human provides meaning and perspective<\/em><\/span>.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<blockquote>\n<p style=\"padding-left: 80px\"><strong>Law of Experimentation: <\/strong>IAG integration is a <span class=\"highlighted\">learning journey.<\/span> Teams must be encouraged to experiment, test, and share their findings for a successful integration.<\/p>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 80px\"><span style=\"font-size: 1rem\">These laws should guide organizations and individuals in navigating the ever-changing IAG landscape, <strong><em>focusing on ethics, inclusion, and collaboration<\/em><\/strong>.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong><span data-preserver-spaces=\"true\">Maxime\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; Thank you, Kristy, for your valuable feedback. It gives us food for thought about the future of IAG in the professional world and in building the company of tomorrow.\u00a0<\/span><strong><span data-preserver-spaces=\"true\">A company that relies resolutely, but ethically, on AI and collective intelligence to accelerate transitions.\u00a0<\/span><\/strong><\/p>\n<p><strong><span data-preserver-spaces=\"true\">Kristy\u00a0<\/span><\/strong><span data-preserver-spaces=\"true\">&#8211; Thank you, Maxime. It&#8217;s always a pleasure to share our experiences and discoveries.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><em>Did you enjoy this conversation? Don&#8217;t hesitate to react and contact us for further information:<\/em> <a href=\"mailto:maxime.barbier@bluenove.com\">maxime.barbier@bluenove.com<\/a> and <a href=\"mailto:kristy.anamoutou@bluenove.com\">kristy.anamoutou@bluenove.com\u00a0<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As a long-standing player in collective intelligence, we saw the wave of generative AI as one to be ridden rather than endured. That&#8217;s why, over the past few months, we&#8217;ve been experimenting with several new uses enabled by these AIs.\u00a0\u00a0 We are looking at this exciting period with this conversation between\u00a0Maxime Barbier\u00a0(Associate Director, Chief Revenue&hellip;<\/p>\n","protected":false},"author":14,"featured_media":19788,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[226],"tags":[264],"class_list":["post-19779","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-intelligence-collective-en","tag-software"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ChatGPT at Bluenove: A 6-Month Odyssey that&#039;s Shaping the Future of Collective Intelligence<\/title>\n<meta name=\"description\" content=\"As a long-standing player in collective intelligence, we saw the wave of generative AI as one to be ridden rather than endured. 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