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MarioVGG Simulates Super Mario Bros. from Video Footage

MarioVGG, a new AI model, simulates Super Mario Bros. from video footage, showcasing the potential for AI to revolutionise gaming.

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AI gaming revolution

TL;DR:

  • MarioVGG is a new AI model that can generate plausible video of Super Mario Bros. from user inputs.
  • The model was trained on over 737,000 frames of Mario gameplay.
  • Despite limitations, MarioVGG shows potential for AI to replace game engines in the future.

The Future of Gaming: AI-Generated Video

Imagine playing your favourite video game without a traditional game engine. Instead, an AI model generates the gameplay based on video footage. This is the fascinating concept behind MarioVGG, a new AI model that simulates Super Mario Bros. from video data. Developed by researchers from Virtuals Protocol, MarioVGG represents a significant step towards AI-generated video games.

Training MarioVGG: A Massive Undertaking

To train MarioVGG, the researchers used a public dataset containing 280 levels of Super Mario Bros. gameplay. This dataset included over 737,000 individual frames, which were preprocessed into 35-frame chunks. The model focused on two inputs: “run right” and “run right and jump.” Even with these limitations, training the model took about 48 hours on a single RTX 4090 graphics card.

How MarioVGG Works

MarioVGG uses a standard convolution and denoising process to generate new frames of video from a static starting game image and a text input. The model can create gameplay videos of any length by using the last frame of one sequence as the first frame of the next. This results in “coherent and consistent gameplay,” according to the researchers.

Challenges and Limitations

Despite its impressive capabilities, MarioVGG has several limitations. The model downscales the output frames to a resolution of 64×48, much lower than the NES’s 256×240 resolution. It also condenses 35 frames of video into just seven generated frames, resulting in rougher-looking gameplay. Additionally, MarioVGG struggles to approach real-time video generation, taking six seconds to generate a six-frame video sequence.

Impressive Results Despite Limitations

Even with these limitations, MarioVGG can create passably believable video of Mario running and jumping. The model can infer game physics, such as Mario falling when he runs off a cliff and halting his forward motion when adjacent to an obstacle. MarioVGG can also hallucinate new obstacles for Mario, although these can’t be influenced by user prompts.

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The Future of AI in Gaming

The researchers hope that MarioVGG represents a first step towards “producing and demonstrating a reliable and controllable video game generator.” They even suggest that AI models like MarioVGG could one day replace game development and game engines completely.

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What do you think about the future of AI in gaming? Could AI models like MarioVGG really replace traditional game engines? Share your thoughts and experiences in the comments below. Don’t forget to subscribe for updates on AI and AGI developments.

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An AI Thanksgiving: How Technology is Impacting Your Tradition

How AI is transforming American Thanksgiving traditions from personalised recipes to smarter travel and shopping experiences.

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AI Thanksgiving

TL;DR:

  • AI-driven recipes personalise Thanksgiving meals, catering to dietary needs and adding fresh flavours.
  • Smart travel apps help families navigate the holiday rush with real-time updates and optimised routes.
  • Virtual gatherings feel more connected with AI-enhanced video calls, VR experiences, and accessible features.
  • Personalised shopping recommendations and smarter inventory management simplify Black Friday for consumers.

A New Twist on Thanksgiving Traditions

As Thanksgiving approaches in the United States, millions prepare for a holiday steeped in tradition. It’s a day marked by food, family, and gratitude—but this year, technology is adding a new layer to how these traditions unfold. With AI entering more homes and routines, Thanksgiving is evolving beyond the table to include intelligent recipes, virtual gatherings, and a smarter shopping experience. So, how is AI reshaping this traditional holiday in our digital age?

AI at the Thanksgiving Table: Beyond Basic Recipes

Thanksgiving dinner is iconic, from roast turkey to pumpkin pie. AI-driven platforms like ChatGPT and other recipe apps are now helping hosts plan and personalise these traditional dishes. Imagine needing a last-minute substitution or adapting a favourite recipe to fit new dietary preferences—AI can help adjust ingredients, cook times, and even offer cultural twists on classic dishes.

Not only does AI bring convenience, but it also enhances creativity in the kitchen. For families eager to try something new, AI can suggest recipes from diverse cultures or even create “fusion” dishes that blend Thanksgiving’s flavours with global ingredients. It’s a subtle but profound shift, transforming Thanksgiving meals into more inclusive experiences that reflect the diversity around the table.

Holiday Travel Made Smarter with AI

Thanksgiving is one of the busiest travel periods in the US, and AI-powered travel apps are taking on a vital role. From real-time route adjustments based on traffic patterns to automated updates on flight delays, AI helps families navigate the Thanksgiving rush with fewer headaches.

Platforms like Google Maps and Waze, both AI-enhanced, analyze traffic data to reroute travelers around congestion, helping families arrive in time for the holiday feast. AI-powered weather forecasting tools also provide precise updates, aiding those traveling long distances. By simplifying holiday travel logistics, AI reduces stress and maximizes the time spent together—a gift in itself during the holidays.

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Virtual Gatherings with AI-enhanced Experiences

For families who can’t be together in person, AI-driven tools offer creative ways to celebrate virtually. Video conferencing platforms now feature AI-powered transcription tools, which can support family members with hearing impairments. VR technology, although still emerging, enables families to gather around a “virtual” Thanksgiving table, creating a more immersive experience than a standard video call.

AI-enhanced filters and backgrounds add a festive touch to virtual gatherings, helping to recreate the Thanksgiving atmosphere digitally. For those separated by time zones, AI can automatically suggest the best times for video calls, ensuring everyone can join in on the celebration, whether they’re sharing stories or passing along family recipes. In this way, AI makes virtual Thanksgivings feel more intimate and connected.

Smart Shopping and the AI-Driven Black Friday Experience

For many, Thanksgiving is also the gateway to Black Friday shopping, a tradition that has evolved dramatically in recent years. AI has reshaped this experience, enabling hyper-personalised shopping recommendations, real-time stock updates, and even smarter supply chains that prevent the dreaded “out of stock” message.

AI can now predict which items are likely to be popular and adjust inventory levels to meet demand. This not only makes shopping more efficient but also reduces waste by helping retailers avoid overstocking. AI-driven online shopping platforms provide personalised deals based on browsing history and purchasing patterns, allowing shoppers to find just what they need without the rush of crowds. For consumers, it’s a streamlined, stress-free way to kick off the holiday season.

AI in Entertainment: Games, Movies, and More for Thanksgiving Fun

Entertainment is central to Thanksgiving celebrations, from family movie nights to board games. AI-driven platforms like Spotify and Netflix offer curated playlists and movie recommendations tailored to everyone’s tastes, keeping the whole family entertained. For instance, AI can suggest holiday classics or even new family-friendly releases based on user preferences, setting the perfect mood for Thanksgiving evening.

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Additionally, interactive gaming systems with AI components allow multiple devices to sync up, making it easy for family members to play together, whether they’re in the same room or across the country. With AI in entertainment, Thanksgiving becomes a richer, more engaging experience, tailored to bring families together and create lasting memories.

A New Kind of Thanksgiving with AI

In many ways, AI is adding depth to Thanksgiving traditions, blending the familiar with the innovative. It’s not replacing the warmth and connection of the holiday but rather enhancing it—making meals more inclusive, travel less stressful, virtual gatherings more connected, shopping smarter, and entertainment more enjoyable. As AI continues to advance, it will play an even greater role in shaping how we celebrate and connect during holidays, no matter the distance.

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So, this Thanksgiving, as families sit down for a meal, shop for deals, or tune into a movie, they’ll have AI quietly working in the background, enhancing their holiday experience in ways they might not even realise. The question for next year, perhaps, is how else AI might help us cherish and connect with loved ones. How will AI transform your holiday traditions in the years to come? Subscribe for updates on AI and AGI developments and share your thoughts in the comments below!

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Ghost in the Machine: How AI Could Uncover the Mysteries of Haunted Houses

Can AI finally demystify haunted houses, or will some mysteries remain beyond reach?

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AI and haunted houses

TL;DR:

  • AI is being explored as a tool in paranormal research, potentially bringing science to haunted house investigations.
  • Machine learning could help detect patterns in spooky phenomena like temperature drops, strange sounds, and electromagnetic fluctuations.
  • Tools like natural language processing and image recognition could assist in analysing ghostly voices (EVPs) and visual anomalies.
  • AI might help explain away myths, but it could also lend credibility to genuinely unexplainable events.

Exploring the Unknown: How AI and Haunted Houses Are Becoming an Unlikely Pair

For centuries, haunted houses have captivated imaginations, igniting everything from spine-chilling horror tales to fervent ghost-hunting adventures. As Halloween brings the spectral into focus, the question lingers: can modern technology finally demystify haunted houses? Enter artificial intelligence – a tool more often associated with data and algorithms than with the supernatural.

Yet, as it turns out, AI may hold the keys to unlocking—or at least better understanding—paranormal occurrences. Imagine if data could explain creaks, shadows, and strange chills that have puzzled investigators for years. As improbable as it may sound, AI is already inching closer to solving the mysteries of the “haunted” world.

AI in Paranormal Research: A New Kind of Ghost Hunter

Until now, paranormal research has relied on a mix of psychology, folklore, and equipment that wouldn’t look out of place in a 1980s horror film. Ghost hunters use EMF readers, temperature gauges, voice recorders, and infrared cameras to collect evidence of supernatural phenomena. But what if these tools could be combined with AI to create a new level of precision?

AI excels at pattern recognition, so it’s perfectly suited to comb through hours of data, identifying correlations and potential anomalies that human eyes—or even traditional ghost-hunting gadgets—might miss. Machine learning algorithms could help sift through thousands of data points collected from haunted sites: sudden temperature drops, unexplained sounds, or electromagnetic fluctuations, each a piece of the larger puzzle. By systematically analysing these elements, AI could help us distinguish between mere environmental oddities and events that genuinely defy explanation.

The Tools of a Digital Paranormal Investigator

If AI is to become the new Sherlock Holmes of the spectral realm, it’ll need a few specialised tools. Let’s explore what the high-tech ghost-hunting kit might include:

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Natural Language Processing for EVPs:

Electronic Voice Phenomena (EVPs) have long been considered potential evidence of the paranormal. Sceptics might argue that these “voices” are simply auditory pareidolia—our brain imposing meaning on random noise. But here’s where AI steps in. Using natural language processing (NLP), we could analyse EVPs more rigorously, identifying genuine speech patterns, tonal shifts, and distinguishing real words from background noise. With enough data, AI could start to build a profile of these sounds, either debunking them as misinterpretations or, intriguingly, revealing consistencies that suggest something else might be at play.

Image Recognition for Visual Anomalies:

Photographs are classic ghost-hunting artefacts, but they are frequently dismissed as lighting tricks, camera errors, or even hoaxes. However, machine learning algorithms trained on image recognition can analyse photographs, helping us separate artefacts from authentic phenomena. Suppose AI notices recurring shapes or unusual patterns in a particular location that can’t be explained by environmental factors or photo manipulation. In that case, it could give researchers a reason to look closer.

Anomaly Detection for Environmental Data:

Haunted houses are said to have their own unique “energy,” but until now, we’ve lacked a way to quantify it. Anomaly detection algorithms could monitor everything from temperature fluctuations to electromagnetic field (EMF) changes in real time, establishing baseline readings and alerting researchers when anything deviates. This way, AI isn’t just collecting data; it’s proactively looking for the moment when something out of the ordinary occurs. What’s more, it could correlate multiple data streams—such as a sudden cold spot occurring alongside a spike in EMF readings—shedding light on whether there’s any interaction between these phenomena.

Bridging the Rational and the Supernatural

AI isn’t just about debunking hauntings. In fact, it could provide believers and skeptics alike with a clearer, balanced perspective on what’s truly happening in these so-called haunted spaces. For every draft that causes a door to creak or faulty wiring that triggers strange lights, AI could offer a logical explanation, potentially demystifying many phenomena.

However, the beauty of AI is that it may also uncover genuinely unexplainable occurrences. Imagine a system that has accounted for every variable—temperature, humidity, pressure, electrical interference—and still records an anomaly that defies scientific understanding. In such instances, AI’s credibility could lend weight to claims of paranormal activity, especially in cases where all other factors have been ruled out. Far from rendering hauntings obsolete, AI could lend them a new form of credibility, giving credence to reports that have long been dismissed.

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Treading Lightly on Ancient Beliefs

Using AI to delve into the paranormal isn’t merely a technical endeavour; it’s a cultural one as well. Haunted houses and ghost stories are not just frivolous folklore; they’re woven into the cultural fabric of many societies. Take Asia, where supernatural beliefs are strong, with ghosts and spirits playing roles in local traditions and societal norms. For some, these “haunted” places hold emotional significance, representing ancestors or spirits that are seen as part of everyday life rather than objects of fear.

This raises an ethical question: should AI be used to challenge or even debunk such beliefs? Technology has a long history of clashing with tradition, and there’s a risk that AI could be seen as a tool for eroding cultural heritage. An overly clinical approach could turn paranormal research into something that disregards the cultural importance of these stories. A respectful, balanced approach could instead enhance the understanding of paranormal phenomena without undermining long-standing beliefs. By respecting the human aspect of these tales, AI can be both a scientific ally and a cultural bridge.

Could AI Ever Truly Explain the Paranormal?

In the end, AI may bring a level of insight to ghost-hunting that was once the realm of imagination. By grounding supernatural research in data, AI could enable a new generation of paranormal investigators to investigate the unknown with greater precision, nuance, and respect. But could it ever truly explain the unexplainable? Probably not. Even with the most sophisticated technology, some elements of the paranormal may forever elude scientific understanding, preserving that essential bit of mystery that keeps haunted houses and ghost stories alive in our minds.

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Perhaps, though, that’s for the best. In a world where data is constantly reducing unknowns, maybe we need a few things to remain beyond the grasp of AI. After all, what would Halloween be without the thrill of the unknown, the shiver down our spine, and the occasional chill in the air that no data set can quite explain? Subscribe for updates on AI and AGI developments and share your thoughts in the comments below!ou may also like:

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AI Showdown: Video Game Performers Strike for AI Protections

Video game performers strike for AI protections, highlighting the evolving landscape of the gaming industry.

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AI protections in gaming

TL;DR:

  • Over 2,600 video game performers represented by SAG-AFTRA are on strike, primarily over AI protections.
  • The strike, which began on July 26, 2024, affects major gaming companies like Activision, Disney, and Electronic Arts.
  • Performers demand consent and fair compensation for AI-generated use of their voices, faces, and bodies.

In a groundbreaking move, video game performers represented by SAG-AFTRA have initiated a strike against major gaming companies. The primary concern? Artificial Intelligence (AI) protections. This strike, which began on July 26, 2024, affects over 2,600 voice and motion-capture actors in the video game industry.

Timing and Scope

The walkout commenced at 12:01 AM on July 26, 2024. This labor action, authorized by an overwhelming 98.32% of SAG-AFTRA members, encompasses a wide range of roles. These include off-camera and on-camera performers, stunt coordinators, singers, and puppeteers. The strike affects all 160,000 SAG-AFTRA members, as the union has declared that every member is covered by the strike order.

Main Issues: AI Protections

At the heart of the strike lies the demand for robust AI protections. Performers are seeking consent and fair compensation for any AI-generated use of their voices, faces, and bodies. This concern stems from the potential for gaming companies to replicate performers’ work without proper authorization or remuneration. Additional issues include:

  • Wage increases to keep pace with inflation.
  • Enhanced safety measures for on-camera performances.
  • Improved rest periods to prevent vocal strain.
  • Presence of set medics for hazardous jobs.

The union argues that unregulated AI use could provide game developers with a means to replace actors, particularly in background roles that often serve as stepping stones to larger parts.

Companies and Union Stance

Major gaming companies targeted by the strike include Activision, Disney, Electronic Arts, Warner Bros., and Take-Two Interactive. SAG-AFTRA argues that AI poses an “equal or even greater danger” to video game performers compared to film and TV actors. The union claims that companies have not offered sufficient AI protections in contract negotiations.

In response, gaming companies express disappointment in the decision to strike. They state they’ve reached agreements on 24 out of 25 proposals and offered “meaningful AI protections” that include requiring consent and fair compensation.

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Historical Strikes in the Gaming Industry

The current SAG-AFTRA strike against video game companies is not without precedent in the gaming industry. In 2016, video game voice actors initiated a strike that lasted nearly a year, marking the first such action in the industry’s history. That strike, which also involved SAG-AFTRA members, focused on issues such as vocal stress, workplace safety, and compensation structures.

The resolution of the 2016-2017 strike led to some improvements in working conditions and pay for voice actors. However, certain issues remained unresolved, particularly those related to residual payments. This historical context underscores the ongoing challenges faced by performers in the video game industry. It highlights the evolving nature of labor relations in this rapidly changing technological landscape.

Potential Impacts and Context

Extended negotiations and a prolonged strike could potentially delay game development and releases. This would affect voice acting, motion capture, and other performance aspects of upcoming titles. This labor action follows the 2023 Hollywood writers’ and actors’ strikes, which also centered on AI concerns. It echoes a previous video game performers’ strike in 2016-2017.

The current dispute highlights the evolving landscape of the gaming industry. AI technology is increasingly intersecting with creative performances. As the $200 billion industry grapples with these challenges, the outcome of this strike may set important precedents for how AI is used and regulated in interactive entertainment.

The Role of AI in the Gaming Industry

AI has revolutionised the gaming industry in numerous ways. From creating more realistic characters to generating complex game environments, AI is integral to modern game development. However, the use of AI also raises ethical and legal questions, particularly regarding the rights of performers whose work is being replicated.

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For more information about AI and the gaming industry tap here.

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How do you think AI should be regulated in the gaming industry to protect performers’ rights? Share your thoughts and experiences in the comments below. Don’t forget to subscribe for updates on AI and AGI developments.

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  • For more information about AI and the gaming industry tap here.

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