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This vector, a series of numbers, represents a position in a high-dimensional space.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"A latent space is a concept frequently used in ","nodeType":"text"},{"data":{"uri":"https://www.betomorrow.com/en/our-expertise/agency-product-development/AI"},"content":[{"data":{},"marks":[],"value":"artificial intelligence","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" and mathematics. Imagine it as a ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"space","nodeType":"text"},{"data":{},"marks":[],"value":" where ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"points can be positioned","nodeType":"text"},{"data":{},"marks":[],"value":". Its defining feature is that it’s built as a ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"simplified representation","nodeType":"text"},{"data":{},"marks":[],"value":" of another, much more complex space.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"To use an analogy, think of this space as a ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"map","nodeType":"text"},{"data":{},"marks":[],"value":". A map is a ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"two-dimensional representation","nodeType":"text"},{"data":{},"marks":[],"value":" of a ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"three-dimensional world","nodeType":"text"},{"data":{},"marks":[],"value":": simplified yet rich enough to navigate effectively.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Similarly, the latent space we construct (for semantics) is a simplified representation of the ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"complexity of language","nodeType":"text"},{"data":{},"marks":[],"value":". This multidimensional map allows AI to assign ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"meaning to words ","nodeType":"text"},{"data":{},"marks":[],"value":"and create combinations. This method of representing knowledge enables the machine to ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"grasp nuances and complex relationships","nodeType":"text"},{"data":{},"marks":[],"value":" that would otherwise be challenging to model (such as with a simple list of words or definitions).","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"BKv7xmqBkCnDys30Eo97A","type":"Entry","createdAt":"2024-09-30T09:18:36.485Z","updatedAt":"2024-09-30T09:18:36.485Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"5HUBTNUFS28OtEvU99CP2H","type":"Asset","createdAt":"2024-09-30T09:18:11.304Z","updatedAt":"2024-09-30T09:18:11.304Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":8,"revision":1,"locale":"en"},"fields":{"title":"Latent space, like a geographical map, simplifies the complexity of language to enable AI to navigate between words and their meanings.","description":"Latent space, like a geographical map, simplifies the complexity of language to enable AI to navigate between words and their meanings.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/5HUBTNUFS28OtEvU99CP2H/00d9315aad23b86868ccba479e81d8cc/IA_Ge_ne_rative_-_Monde_complexe_et_espace_latent_.png","details":{"size":809855,"image":{"width":1468,"height":746}},"fileName":"IA Générative - Monde complexe et espace latent .png","contentType":"image/png"}}},"caption":"Latent space, like a geographical map, simplifies the complexity of language to enable AI to navigate between words and their meanings.","fullWidthMode":true}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Embedding and its dimensions","nodeType":"text"}],"nodeType":"heading-4"},{"data":{},"content":[{"data":{},"marks":[],"value":"Each dimension (each number in the vector) represents a concept. 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Each word (token) must be related to all others in the sentence to fully grasp its meaning.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"The process works as follows:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"The text is broken into tokens","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"The tokens are transformed into semantic vectors (embeddings)","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"The tokens are enriched with the context of surrounding tokens (","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"attention layers","nodeType":"text"},{"data":{},"marks":[],"value":")","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"unordered-list"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3AsulC1nWtwT5vu6Az5itP","type":"Entry","createdAt":"2024-09-30T09:40:29.638Z","updatedAt":"2024-09-30T09:40:29.638Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"6lSdN9v8qHLRjpDDwJ5SEb","type":"Asset","createdAt":"2024-09-30T09:40:21.095Z","updatedAt":"2024-09-30T09:40:21.095Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":7,"revision":1,"locale":"en"},"fields":{"title":"By taking into account all the tokens in a sentence, Transformers model a contextual understanding of language.","description":"By taking into account all the tokens in a sentence, Transformers model a contextual understanding of language.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/6lSdN9v8qHLRjpDDwJ5SEb/aaf3c10f4ac359193501a0d7ccbd5472/IA_Ge_ne_rative_-_Compre_hension_se_mantique_et_tokens.png","details":{"size":115736,"image":{"width":1468,"height":682}},"fileName":"IA Générative - Compréhension sémantique et tokens.png","contentType":"image/png"}}},"caption":"By taking into account all the tokens in a sentence, Transformers model a contextual understanding of language.","fullWidthMode":true}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Transformers use a similar mechanism to neural networks, building abstractions through a ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"stack of layers","nodeType":"text"},{"data":{},"marks":[],"value":". 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All our backends are different but they often share a common base that uses different AWS services. Of course, we don't use them all, AWS has more than 500 services. 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This component will receive the requests and redirect them to our backends. Thanks to this component, we don't have to increase the machine's power, we can simply add or remove backend instances as needed depending on the number of requests. In addition, it also manages the encryption of requests. We no longer need to configure and renew certificates for HTTPS. This component is highly available and fully managed by AWS.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"ECS (Elastic Container Service)","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"We've already talked about it a bit, It's the CaaS system. It allows us to deploy our backends directly in the form of a Docker image. We just have to tell it where the image we want to deploy is located and it does the rest. Coupled with the Load Balancer, it also offers \"Rolling Update\". That is, when we are going to deploy a new version, the system will start the new backends in parallel with the old ones, wait for them to be operational, then redirect traffic to these new instances before removing the old ones. We can therefore deploy our backends without interruption of service without having to do anything on our part.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"S3 (Simple Storage Service)","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"S3 is the object storage service. When we upload a photo, an avatar for example, it is stored here. Apart from human error, it is almost impossible to lose an object that is on S3. To understand how AWS achieves this feat, we must look at how AWS has set up its infrastructure.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3aaaTSSsqSAZ5M6PkIl8TX","type":"Entry","createdAt":"2023-02-21T11:10:07.867Z","updatedAt":"2023-02-21T11:10:07.867Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":6,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"7yKpF5kl0nmbAtdeRcoysO","type":"Asset","createdAt":"2023-02-21T11:09:33.969Z","updatedAt":"2024-01-09T11:24:07.913Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":10,"revision":2,"locale":"en"},"fields":{"title":"S3 AWS Map","description":"S3 AWS Map","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/7yKpF5kl0nmbAtdeRcoysO/de46470b08b957914e8bdc131cce77a2/1.jpg","details":{"size":56148,"image":{"width":1440,"height":714}},"fileName":"1.jpg","contentType":"image/jpeg"}}},"caption":"AWS S3 infrastructures","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"AWS has set up a certain hierarchy:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"Region: At the first level are the Regions. 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Initially, AWS will create 2 copies in the same AZ and then send a copy to another AZ in the region, which in turn will be copied 2 times. We therefore have 6 copies spread over 2 AZs in the region.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Aurora MySQL","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"Aurora MySQL is a database created by AWS and compatible with the still very popular MySQL database. With this service, we therefore benefit from a MySQL-compatible database that performs even better when we have many requests at the same time and deploys with a single click.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In the minimum offer from AWS, this database will be deployed in a single data center in one of the availability zones of the chosen region. However, each time there is a change in the database, it will save this information on S3 which will copy it to another AZ. We can therefore quickly restart a new up-to-date database in another AZ in case of failure of the first one without any additional cost. Of course, we can go further by having several databases running in parallel and letting Aurora manage to switch to a copy in case of a cut in the main one without even interrupting the service.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"CloudWatch","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"To help us better understand what's happening in the code when we encounter a bug, we need to log different events. For example, that we have passed through this function or that here the service has responded that it could not find the file, etc. But above all, we log all the information we can when an error occurs. 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","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"At the intersection of design and technicality, ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"Kiel Danger Mutschelknaus ","nodeType":"text"},{"data":{},"marks":[],"value":"(SpaceTypeGenerator.com creator) showed us how motion design and ","nodeType":"text"},{"data":{"uri":"https://www.betomorrow.com/en/blog/bbcode-like-styling-in-react-and-react-native"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"code","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" can be complementary. The Creative Developer merges technical skills with creativity, addressing a key challenge in the ","nodeType":"text"},{"data":{"uri":"https://www.betomorrow.com/en/digital-innovation-team"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"digital innovation ","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":"sector: most designers do not code, while many developers lack design sensitivity to create visual assets.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Using the Processing software, Kiel Danger Mutschelknaus combines these two skills and creates custom generative tools, bringing to life designs that are more impressive than the next. The generative aspect involves many unsuccessful trials and micro-adjustments before achieving impressive results. His Creative Dev work leads to a sense of wonder through the serendipity resulting from the numerous explorations it offers.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"N°9 — “Cultivate chaos, disrupt the norm, and watch creativity thrive in the spaces between” by BeTomorrow","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"If we were to summarize our approach in one sentence, it would be this: disrupt to rebuild better. This festival has taught us a fundamental lesson as designers: the need to shake up habits to create something entirely new.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In the world of creativity, disruption is not just an abstract idea: it is the engine of ","nodeType":"text"},{"data":{"uri":"https://www.betomorrow.com/en/blog/tech-for-future-2024-review-of-major-tech-innovation-event"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"innovation","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":". By embracing chaos, challenging conventions, and exploring new horizons, we push boundaries and open new paths. It is in these moments of disruption that the freshest ideas are born, liberated from constraints.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"2q3zgYGHVVAFyBSI5CXZPk","type":"Entry","createdAt":"2024-04-15T09:15:43.751Z","updatedAt":"2024-04-15T09:15:43.751Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"1gE0LPWwfokz1jmwe0FSnP","type":"Asset","createdAt":"2024-04-15T09:13:28.417Z","updatedAt":"2024-04-15T09:13:28.417Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":8,"revision":1,"locale":"en"},"fields":{"title":"Visual by Vasken Katro","description":"Visual by Vasken Katro","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/1gE0LPWwfokz1jmwe0FSnP/3cf9a14b2d4659e2e3f3013786f5c400/vasjen_katro.png","details":{"size":362971,"image":{"width":1200,"height":630}},"fileName":"vasjen katro.png","contentType":"image/png"}}},"caption":"Visual by Vasjen Katro","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Disruption propels us to challenge the status quo, to deconstruct what is familiar, and to explore new territories of possibilities. 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Rather than fearing disruption, we must embrace it as a force that propels us forward, fueling the fire of innovation and paving the way towards a future where imagination knows ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"no bounds","nodeType":"text"},{"data":{},"marks":[],"value":".","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3LBxw5NuV6LzmEU3aSaksb","type":"Entry","createdAt":"2024-04-15T09:18:09.831Z","updatedAt":"2024-04-15T09:18:09.831Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"22549TtxSvnIJFuUDqpgke","type":"Asset","createdAt":"2024-04-15T09:17:56.530Z","updatedAt":"2024-04-15T09:17:56.530Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":10,"revision":1,"locale":"en"},"fields":{"title":"OFFF Barcelona 2024 - Opening film by Studio Mals & Setreset Films","description":"OFFF Barcelona 2024 - Opening film by Studio Mals & Setreset Films","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/22549TtxSvnIJFuUDqpgke/f8fa7bda160d0c5d0bd463a095996ee3/Studio_mals.png","details":{"size":1366241,"image":{"width":3448,"height":1926}},"fileName":"Studio mals.png","contentType":"image/png"}}},"caption":"OFFF Barcelona 2024 - Opening film by Studio Mals & Setreset Films","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Whether you're transforming a car into a floating spectacle to incorporate it into a 3D parking poster or creating a puppet that raps about curiosity, one thing is certain: as designers, we must constantly think outside the box to deliver something truly unique.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Who knows, maybe your floating car will catch the attention of prestigious clients like BMW?","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Conclusion","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"Creating inspiring works requires an approach that celebrates chaos and disruption. We must be willing to explore new territories, challenge established conventions, and embrace change with enthusiasm. Being iterative in our work, embracing failures as learning opportunities, and most importantly, finding joy in every step of the creative process are foundational elements. By adopting this mindset, we are able to leave an indelible mark on the design world, constantly pushing the boundaries of what is possible.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Keep an eye out for our next article, which will explore how inspiration can be found in everyday details, offering a perspective on creativity in our daily environment!","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"document"}}}}}]

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Mobile applications gamification : successfully enhancing the user experience