William doesn't just work at AppleInsider, he also has a bunch of other writing assignments going constantly. Here's how William juggles not just the demands here, but everywhere else too.That green keyboard toward the back is my newest and quite expensive toy, a Duolingo PianoI'm Deputy Chair of the Writers' Guild of Great Britain and also do some work for a UK charity, so I tend to have whole sets of apps and documents that I switch between. Whatever I've been doing before AppleInsider, I run a Keyboard Maestro macro and all of those apps and documents are closed, then everything I need for AppleInsider is opened.Every day seven days a week starts with the Fantastical calendar and OmniFocus To Do apps on my iPhone. The alarm goes off, those two apps go on, and I'm checking what I must do that day. Invariably the day means being at my office M1 Mac mini or on my M1 Max 14-inch MacBook Pro, and AppleInsider work always starts with Keyboard Maestro. Continue Reading on AppleInsider | Discuss on our Forums

Apple TV+ has hinted that it's planning something for early January, enticing viewers to "see for yourself."Image Credit: Apple TV+On Wednesday, the Apple TV X account posted a cryptic message telling people to "Save the date" and to "see for yourself." The accompanying image, which featured Will Ferrell, also included a date of January 4-5. Save the date. pic.twitter.com/c60xvXY2ZF Apple TV (@AppleTV) December 25, 2024 Continue Reading on AppleInsider | Discuss on our Forums

If you received a gift card for the holidays or simply want to wrap up purchases for the 2024 tax year, Amazon's after-Christmas sale on Apple products delivers discounts of up to half off.Get up to half off Apple products today - Image credit: AppleThe Dec. 26 deals on Apple devices and accessories provide up to $300 off a variety of Macs, AirPods, iPads and more. Below are 20 top bargains, but there are hundreds more at your fingertips in our Apple Price Guide. Continue Reading on AppleInsider | Discuss on our Forums

Say what you will about 2024 and its myriad failures, especially on the live service front. However, as far as single-player experiences go, weve been stuffed beyond belief. Almost every genre has several acclaimed titles to dive into and lose hundreds of hours, but which all stand above the rest? Check out our picks for the 20 best single-player games of 2024.Silent Hill 2 RemakeTheres something about the second entry in Konamis survival horror series that keeps fans coming back years and years after its launch. Perhaps its the Crime and Punishment-styled plot and how complex James Sunderlands character, ego and all, is portrayed as he roams this nightmare manifest. While concerns arose over Bloober Team adapting the classic (especially given its previous horror titles), it ultimately delivered on its vision of Silent Hill 2.Changes seemed a given, whether the over-the-shoulder camera, new attacks for enemies, a more extensive range of areas to explore or a new voice cast. However, Silent Hill 2 remake is a masterpiece in dread-inducing terror, whether youre walking through its fog-covered streets and watching something scurry nearby or locked in a desperate battle with Pyramid Head. Several sections witnessed significant alterations but didnt hamper the pacing or story-telling, and the presentation, especially composer Akira Yamaokas music, is top-notch. The restless dreams of Konamis classic will likely continue for generations to come, but the remake offers an excellent homecoming for longtime fans.

The idea of a massive video game world that demands dozens upon dozens of hours of investment from the player can be a daunting one, especially with so many games competing for your attention, but at the same time, theres an undeniable allure to that promise. From open world experiences to those adopting different structures but still crafting massive worlds for players to explore, weve had plenty of games in 2024 that have delivered exactly that kind of experience. Here, were going to speak about a few such games that stand out in memory.FINAL FANTASY 7 REBIRTHFinal Fantasy 7 Rebirthwent full open world, and boy did it do so in the most thorough manner possible. Across this epic odyssey, you travel to a vast number of locations throughout the Planet, which means there are several large open world maps to explore, each completely different from the other in their biomes, design, and more. A barrage of optional activities and side quests, unique traversal mechanics to each area, and more allow each area to feel yet more distinct, with all of it coming together in whats easily one of the most massive (and impressive) games of 2024.S.T.A.L.K.E.R. 2: HEART OF CHORNOBYLIn the lead-up toS.T.A.L.K.E.R. 2slaunch, GSC Game World promised one of the biggest open worlds ever made, and boy does the game deliver. At over 60 square kilometers,S.T.A.L.K.E.R. 2: Heart of ChornobylsExclusion Zone is a gargantuan play space, and brimming with things to see. There are over 20 distinct areas comprising the map, featuring a healthy mix of new locations and locations that will be familiar to fans of past instalments (many of which have been expanded or overhauled). Huge doesnt begin to do it justice.DRAGON AGE: THE VEILGUARDBioWare failed to nail the open world formula withDragon Age: InquisitionandMass Effect: Andromeda, as a result of which the developer reverted to a semi-linear mission-based structure withDragon Age: The Veilguardthis year- but that doesnt mean this game is small in scale by any means. Though story missions are decidedly linear, between such missions, the game lets you explore a number of semi-open world maps that are not only sufficiently large, but also hide no shortage of optional content and hidden secrets. Even thoughThe Veilguardisnt open world, this is still the largest Thedas has ever felt in a game.ONCE HUMANPost-apocalyptic survival game Once Humansopen world design is different from some of the games weve spoken of so far, primarily thanks to the fact that this is a multiplayer-centric game. Regardless, in terms of size, its definitely one of the largest games of the year.Once Humansmap is 16 kilometers by 16 kilometers, all of which is split into four separate zones, each of which brings its own unique biome. Whether its size youre looking for or variety, Once Humansworld doesnt disappoint.ELDEN RING: SHADOW OF THE ERDTREEElden Ringdelivered a mind-bogglingly huge world when it launched in 2022, and though the new map initsShadow of the Erdtreeexpansion wasntquiteas large, it was still a much bigger map than most had expected from an expansion. Exploring the Land of Shadow fully and seeing everything it has to offer is not something youre going to be able to do if you dont have plenty of time on your hands. More importantly, the incredible level design exhibited throughout the map ensures youll never have a dull moment as you explore every nook and cranny.LIKE A DRAGON: INFINITE WEALTHLike a Dragon games never fail to deliver dozens upon dozens of hours of content, but they generally tend to do that through density rather than size. The same is true forInfinite Wealth. The eighth mainline entry in the series takes players to Hawaii, and though the map is definitely a large one (certainly much larger than anything else weve seen from the series in the past), its not nearly on the same level as some of the other open worlds weve discussed here thus far. Still, the game does a great job of encouraging you to explore every inch, not only because of the immaculate vibes, but also the abundant content on offer (most of which is a heck of a lot of fun).STAR WARS OUTLAWSTheres plenty thatStar Wars Outlawsgets wrong, but even many of its critics will tell you that as far as its open world is concerned, its one of Ubisofts best productions in years.Star Wars Outlawsavoids the pitfalls of open world bloat, which weve grown more familiar with over the years than wed like to admit, by ensuring that none of its maps ever feeltoolarge, and that exploration always feels organic. Its a compelling open world experience, and one that makes great use of its impressive scope.BLACK MYTH: WUKONGHeres another example of a game that manages to achieve a sense of scale in spite of being a non-open world level-based game. No, its nowhere near as big as most other games on this list, but with a mix of linear levels and larger, more open-ended areas, it does manage to craft a sizeable world nonetheless. This is a game you can easily spend over 50 hours in (depending on how extensively youre engaging with the optional content), which tells you that theres plenty to explore for players.SONS OF THE FORESTAfter spending a year in early access, Endnight Games highly anticipated open world survival gameSons of the Forestcelebrated its 1.0 launch this February, and it didnt take long for players to fall in love with it- which didnt come as a surprise, after the games early access period. Theres a lot to love inSons of the Forestshorrific world, of course, and its sizeable map is high on that list. Not only is it significantly larger and much more detailed than the map in its predecessor, its also a constant thrill to explore, with the game doing a remarkable job of making exploration feel consistently terrifying and yet rewarding.SATISFACTORYAfter five and a half long years in early access,Satisfactorylaunched in full this September, and though a a large map isnt necessarily something youd expect from a factory management simulation game, not only doesSatisfactorydeliver it, it also uses it to great effect. Exploring its vast and hostile world always remains one of the experiences highlights, and contributes significantly to the games engaging core loop.DRAGONS DOGMA 2Dragons Dogma 2is a wholly unique game, delivering a kind of emergent open world experience that you cant find anywhere else. A lot of that is down the games complete refusal to hold your hand and its systems-driven sandbox nature, but the size of its world is also a big part of the games success. Exploring the massive fantasy world ofDragons Dogma 2is always a blast, whether youre exploring the lush landscapes in Vermund or the harsh desert landscapes of Battahl. Though more environmental diversity would have been appreciated, at least theres plenty to explore, and consistently enjoyable, dynamic combat shenanigans to get into.DRAGON QUEST 3 HD-2D REMAKEDragon Quest 2 HD-2D Remakeis obviously a very different kind of experience from most other games in this feature, given the fact that it is deliberately designed as a throwback experience that harkens back to classic RPGs with its overworld exploration, town-hopping fantasy odyssey, dungeon crawling, and what have you. And though it is ultimately an old game made new, its also a sufficiently large experience- large enough, in fact, that theres plenty to whet the appetite of all intrepid explorers out there. Its world isnt colossal, but it feels large enough nonetheless, and exploration always remains gratifying.RISE OF THE RONINYes, weve mentioned a few rough-around-the-edges games here, butRise of the Ronincertainly does deserve its place here. Team Ninjas first crack at an open world game, though it suffered from formulaic design and cookie cutter open world content, it also wasnt without its strengths. For starters, the game deserves credit for bringing its 19th century setting to life, at least from a visual perspective (even if the locations can feel a bit too lifeless at times). More prominent, however, are the traversal mechanics, with the mix of horseback riding, gliding, and running around making for a fun loop that keeps exploration enjoyable.LIGHTYEAR FRONTIERSince its early access launch in March,Lightyear Frontierhas been praised by most who have played it, and its tranquil open world map in particular is something that many have shined a light on. Calm exploration and zen traversal are the name of the game inLightyear Frontier,owing to its very nature, which is a perfect fit for the pleasant, beautiful environments that you tend to find yourself in as you explore its world.MICROSOFT FLIGHT SIMULATOR 2024Recreating literally the entire planet Earth,Microsoft Flight Simulator 2024follows in the footsteps of its 2020 predecessor in going above and beyond with its open world map. That is, however, an important part of the experience here, just as it was in 2020, and once again, theres no shortage of things to see, and even more things to do. The world sports a much greater level of detail and boasts an even greater level of authenticity, which makesFlight Sim 2024a great experience for all the virtual tourists out there.

Despite its long runtime, The Game Awards offered a pretty impressive list of reveals, from The Witcher 4 and the return of Okami and Onimusha. Elden Ring: Nightreign is taking the beloved Souls-like into a standalone multiplayer space; Split Fiction looks to offer yet another incredible Hazelight co-op adventure. Even the rumored Virtua Fighter reboot was confirmed with an impressive new trailer.However, several existing titles also received release windows and trailers, including Crimson Desert from Pearl Abyss, which continues to impress. Its all the more interesting because the first trailer landed in 2019. We didnt know what to think then, aside from the developer promising a single-player prequel to its MMORPG Black Desert Online. Further details were also forthcoming.Things changed drastically at The Game Awards 2020 when Pearl Abyss debuted its gameplay trailer for Crimson Desert, noting it to be actual in-game and gameplay footage (albeit a work in progress). What we saw looked simply mind-blowing. Massive landscapes of differing climates, from mountain ranges and forests to plateaus and, yes, some deserts; settlements of varying sizes, including villages and massive cities with various NPCs roaming about; realistic-looking dialogue exchanges with excellent facial animations; and thats not even getting to the incredible visuals.However, the gameplay ultimately caught people off-guard, particularly in its sheer variety. Dungeons with different puzzles, swamps to boat through, visceral combat (with an admittedly excessive amount of screen shake), massive monsters you can climb onto, sieges, aerial battles with a dragon mountit all seemed too good to be true. In a Dev Archives video, the development team said it only revealed a third of everything that it actually shot into the trailer. Not a third of the game, mind you a third of whatever it captured. It even touted more content in development that players could look forward to.Given the number of games that could easily fool players, including a little-known upstart in the following year called The Day Before, many were understandably skeptical. The fact that Pearl Abyss touted a Winter 2021 launch also didnt seem viable. And no prizes for guessing, but Crimson Desert wouldnt arrive that year. There were no updates, and for all intents and purposes, it seemed like nothing more than an impressive showcase that Pearl Abyss couldnt deliver on.That is, until it re-emerged at Gamescom Opening Night Live 2023, and somehow, in some way, the development team crammed even more on top of everything from the previous trailer. Arm wrestling, real-time destruction of various structures, horse-riding and combat, hijacking wagons, tree-climbing, hot-air balloons, sky-diving, bullet hell bosses, first-person fishing, flute playing, sheep rescue, giant mechanical bosses, and yes, you could even pet various animals.Again, it felt simply unbelievable that Pearl Abyss could deliver such a wide range of mechanics in such a giant world with that level of visual fidelity. While there wasnt a release date, and you could argue for a drop in graphical quality, Crimson Desert was clearly more than a showcase trailer. The developer also confirmed that this was no longer a prequel to Black Desert but its own story in the same universe, further ensuring it stood on its own.2024 proved even more notable for the title since we received 50 minutes of early gameplay, alongside the demos playable at Gamescom and G-STAR. Attendees could go hands-on with various bosses, with the combat mechanics really coming alive. Along with the sword and shield play and explosive arrows, the overall visceral nature of encounters each looking unique with their mechanics is stunning. And yes, as ridiculous as it seemed in the initial gameplay trailer, you can still clothesline, body slam and RKO enemies out of nowhere.Ultimately, its the latest trailer at The Game Awards 2024 that sealed things, with its sheer abundance of killer techniques, different weapons, and even other playable characters. The world still looks incredible, whether its the floating islands and their secrets or just roaming the countryside and battling monsters. With everything new (including confirmation that you can indeed ride around on a dragon and rain fire down on enemies), its like we still havent even scratched the surface of what Crimson Desert has to offer.Yes, there are still areas which could use even more polish, like the footstep audio from that 50-minute gameplay video or some graphical issues like pop-in. However, the fact that its scheduled for late 2025 and not the first quarter, as initially rumored, also gives the impression of Pearl Abyss opting for a more realistic timetable and taking the time for proper polish. Plans can always change, but given everything weve seen thus far, its looking like one of the biggest games of next year, both in scale and hype. Thats no easy feat, especially considering some of the competition (especially if it clashes with Grand Theft Auto 6 in the Fall).One could look at the sheer number of influences for Crimson Desert and express skepticism beyond the visuals. Its compared to properties like The Legend of Zelda: Tears of the Kingdom, The Witcher 3: Wild Hunt, Dragons Dogma 2, and so on. Black Desert players could also likely spot similar mechanics and really question how in-depth the side quests will be and whatnot.Leaving aside the fact that almost every game iterates on mechanics from those that came before, Crimson Deserts biggest strength looks to be one all those other games have in common the thrill of discovery. Setting out into a massive, unknown world, meeting different characters and learning their stories, and unearthing all the many ways you can augment your character and further legend.Its also worth noting that its release timing works out pretty well. Not only is it filling the space before The Witcher 4 launches which will be a long time since full production only started in November 2024 but catering to fans of those other games who want something more. The sheer size and scale are already very impressive. Yet, it feels like the development team is hiding so much more as if waiting to surprise players.Based on its overall visual style and combat remaining mostly the same since that initial 2020 gameplay reveal, even with some graphical downgrades, Crimson Desert seemingly has a strong vision that its maintained over the years. Pearl Abyss has seemingly taken the time to optimize it for current-gen hardware, polishing everything so that it meets the lofty standards that have no doubt arisen, and the overall experience looks all the better for it.2025 is shaping up to be something special, with the sheer number of blockbusters and killer apps released across the board. Theres an entire other half of the year thats veritably uncharted, with publishers seemingly afraid of going up against Grand Theft Auto 6. Despite their differences, Crimson Desert could very well be the other side of the same coin a massive open-world action RPG that also leans into immersing players and making them feel like theyre a part of it. For that reason and many others, we cant wait to explore everything it has to offer.Note: The views expressed in this article are those of the author and do not necessarily represent the views of, and should not be attributed to, GamingBolt as an organization.

The new model shows open-source closing in on closed-source models, suggesting reduced chances of one big AI player ruling the game.Read More

ChatGPT isnt working for many users right now. With numerous reports on social media, we also confirmed that the chatbot loads but isnt able to respond to queries, while others are seeing an internal server error message.It looks like the outage started around 1:30PM ET, which is when reports began to spike on Down Detector. At 2PM ET, OpenAI posted an update to its status page, saying ChatGPT, the API, and its text-to-video generator Sora are currently experiencing high error rates. An update posted at 2:18PM ET said the issue is caused by an upstream provider and that OpenAI is currently monitoring the situation. At 3:06PM ET, OpenAI said its continuing to work on a fix. Theres no mention of an ETA for when access will be restored.ChatGPT has gone down a few times in the past several months. Just days after OpenAI released Sora to ChatGPT subscribers earlier this month, the video generation tool and ChatGPT went down for hours. Meanwhile, a widespread outage affecting AI tools brought down ChatGPT in June.Update, December 26th: Added an update from OpenAI.

Author(s): Towards AI Editorial Team Originally published on Towards AI. Good Morning, AI Enthusiasts! This week, weve got a lineup of hands-on tutorials perfect for enhancing your portfolio projects. If you havent already checked it out, weve also launched an extremely in-depth course to help you land a 6-figure job as an LLM developer. You can take a look at the free preview here.Plus, this weeks issue is packed with exciting collaboration opportunities, valuable resources, and discussions. Enjoy the read Whats AI WeeklyFine-tuning is not a competitor to RAG but can complement it. By training the model on specific data, the retriever also finds more relevant documents, and the generator can give more accurate answers since both understand the topic better. This process cuts down on errors, making responses clearer and more precise. There are various techniques to fine-tune your model more optimally. This week, lets dive into some of these techniques and understand how they can enhance your RAG pipeline. Read the complete article here or watch the video on YouTube! Louis-Franois Bouchard, Towards AI Co-founder & Head of CommunityLearn AI Together Community section!AI poll of the week!I wont disagree with that, Towards AI is all about making AI accessible. But, all the rules of learning that apply to AI, machine learning, and NLP dont always apply to LLMs, especially if you are building something or looking for a high-paying job. Knowing what is NOT possible with LLMs is just as important as knowing what is possible. And with the pace of LLM development, you dont have the time to reinvent the wheel, thats where I personally reply on curated and tested paid courses. Would love to hear your thoughts on this and understand what your barriers are to paying for a course. Share it all in the thread, and lets talk!Collaboration OpportunitiesThe Learn AI Together Discord community is flooding with collaboration opportunities. If you are excited to dive into applied AI, want a study partner, or even want to find a partner for your passion project, join the collaboration channel! Keep an eye on this section, too we share cool opportunities every week!1. Urfavalm is developing an AI-based mobile app to help people with disabilities and is looking for one or two developers with experience in mobile app development and NLP or computer vision. If this sounds relevant and interesting to you, reach out in the thread!2. Lufofz__ is looking for 12 engineers to work on a multi-agentic project that is getting some traction. If you want to know more about this, connect in the thread!3. Shubhamgaur. is looking to collaborate with someone on an ML-based project deep learning, Pytorch. If this sounds exciting, contact them in the thread!Meme of the week!Meme shared by bigbuxchungusTAI Curated sectionArticle of the weekDecoding Latent Variables: Comparing Bayesian, EM, and VAE Approaches By Shenggang LiThe article presents a comprehensive analysis of three statistical methods for uncovering hidden patterns in data: Expectation Maximization (EM), Bayesian Estimation, and Variational Autoencoders (VAEs). It demonstrates how each method handles incomplete data and reveals underlying patterns using A/B testing scenarios in marketing campaigns. The study shows how EM iteratively refines missing information, Bayesian estimation incorporates prior knowledge with new data for confident results, and VAEs use neural networks to generate new possibilities and simulate outcomes. Through practical code implementations, mathematical intuition, and real-world examples, this article compares these methods strengths and limitations. It particularly highlights VAEs potential in A/B testing for handling missing data, simulating outcomes, and quantifying uncertainty, offering insights for future applications in marketing, healthcare, and recommendation systems.Our must-read articles1. Unveiling LLM-Enhanced Search Technologies By Florian JuneThis article examines the evolution of search technology, contrasting traditional keyword-based search with the emerging field of LLM-enhanced search. Traditional search returns lists of links, requiring users to synthesize information. LLM-enhanced search leverages Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and agent technologies to provide direct, concise answers through conversational interfaces. It explores several architectures, including Search with Lepton and MindSearch, highlighting their distinct workflows and components. Key features discussed include result reranking (using methods like OpenPerplex and custom logic) and knowledge graph integration for complex, multi-hop queries. The role of PDF parsing and text chunking is also addressed, showcasing LangChain and PyPDF2 implementations. While acknowledging limitations such as performance on location-based queries and the need for more sophisticated RAG modules, it concludes that LLM-enhanced search represents a promising, albeit nascent, area with substantial potential for future development.2. Gemini 2.0 Flash + Local Multimodal RAG + Context-aware Python Project: Easy AI/Chat for your Docs By Gao Dalie ()This article details creating a local, multimodal RAG-powered chatbot using Gemini 2.0 Flash. It highlights Gemini 2.0 Flashs speed and multimodal capabilities (handling images, audio, video) surpassing its predecessor. The chatbot leverages a knowledge graph built from uploaded PDFs processed via PyMuPDF and Pillow to create images and embeddings. A dual-agent approach uses Gemini to summarize and analyze PDF content, identifying relevant passages using embedding similarity. The system, built with Python and Langchain, provides a user-friendly interface (via Streamlit) for querying and receiving answers, demonstrating efficient handling of complex data.3. Building a Knowledge Graph from Unstructured Text Data: A Step-by-Step Guide By ANSHUL SHIVHAREThis article presents a step-by-step guide to constructing a knowledge graph from unstructured text data. It leverages OLLAMA for local LLM deployment, enhancing performance and privacy. The process begins by loading and chunking text documents, then using a custom function (graphPrompt) and the Zephyr LLM to extract entities and relationships. These are organized into a DataFrame, and contextual proximity edges are added to improve graph connectivity. The resulting data is used to create a NetworkX graph, which undergoes community detection for visualization. Finally, PyVis generates an HTML representation of the knowledge graph, showcasing nodes, relationships, and community structures.4. How to Summarize, Analyze, and Query Videos with Qwen2-VL Multimodal AI By Isuru Lakshan EkanayakaThis article explains how to use the Qwen2-VL multimodal AI model to analyze videos. It details setting up a suitable environment (locally or using Google Colab), installing necessary packages, and loading the Qwen2-VL model. The core process begins with structuring prompts that combine video input (specifying filename, maximum pixel resolution, and frames per second FPS to control processing load) with textual questions or requests for summaries. The article then details how to process this video data and prepare it for the model. Finally, it explains how to use the Qwen2-VL model to generate text outputs, including comprehensive video summaries or answers to specific questions posed within the prompts, along with techniques for optimizing performance and troubleshooting common issues like CUDA out-of-memory errors. Finally, it explores real-world applications across various sectors and offers best practices for effective video analysis with Qwen2-VL.If you are interested in publishing with Towards AI, check our guidelines and sign up. We will publish your work to our network if it meets our editorial policies and standards.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AI

Boost your Local Business with Data Analysis and Web Scraping 0 like December 26, 2024Share this postAuthor(s): Lazar Gugleta Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium.Improving your business is a daily and tedious task, but using competition data can provide interesting underlying insights.Data analysis lets you know how you stack against the competition and how to improve your assets, such as a website, opening hours, extra equipment, etc.Today, we will explore how to collect, process, and analyze Google Maps data to your advantage and eventually improve your local business. We will use the Octoparse Web Scraping tool to obtain the data and Python to analyze it quickly.Lets jump right into it!Image generated and edited by AuthorThe tool we are building today has two components. First, we need to define the topic of our research. Lets say we want to analyze tapas bars in Madrid and all the features that data collection offers us. After preparing the Excel file, we analyzed it in Python to see how to improve it.Disclaimer: This article is only for educational purposes. We do not encourage anyone to scrape websites, especially those web properties that may have terms and conditions against such actions.We are using the Octoparse Web Scraping app for this part called Google Maps Listing and Details Page Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post