×
Why world models are the next big thing in AI

Why world models are the next big thing in AI

This is an excerpt of Sources by Alex Heath, a newsletter about AI and the tech industry, syndicated just for The Verge subscribers once a week.

Around the middle of last year, Pim de Witte started reaching out to a handful of prominent AI labs to see if they’d be interested in using data from Medal, his popular video game clipping platform, to train their agents.

Within weeks, it became clear that Medal’s data was more valuable to the labs than he expected. “We received multiple acquisition offers very quickly,” he told me. (He declined to name names, but it has been reported that OpenAI offered $500 million.) “Initially, we were quite interested in them,” he said of the offers, but that “was mostly a result of us not understanding what we were sitting on.”

He had read the Google DeepMind research paper showing that gaming data can be used to teach AI how to navigate a 3D environment. However, the interest from AI labs made him realize that his data from Medal, which receives roughly 2 billion video uploads per year from tens of thousands of video games, could be used to develop a unique foundational model for extending AI to the real world.

“It’s a pretty big bet.”

Today, Pim de Witte announced that Medal is spinning out a new AI lab called General Intuition that has raised a $133.7 million seed round. The money for the round is primarily from Vinod Khosla, founder of Khosla Ventures and one of the first investors in OpenAI. Other investors include General Catalyst and the Raine Group. Moritz Baier-Lentz, who oversees Lightspeed’s gaming investments, is also joining the startup part-time as a founding team member.

Khosla believes that General Intuition could be as impactful in the field of AI agents as OpenAI was on how people use large language models. It’s his firm’s largest seed check since it backed OpenAI in 2018. “It’s a pretty big bet,” he told me. “They have a unique dataset and a unique team.”

Unless you’re steeped in the AI world, you probably haven’t heard much about world models yet. It’s a branch of research that trains AI to have spatial understanding like a human. The idea is that a robot could, for example, predict when a glass of water will spill when knocked off a table and grab it before it falls. More practically, AI researchers are increasingly looking to world models as a way to train agents that can reliably generate and interact with a 3D space.

Among the prominent AI leaders, Google DeepMind CEO Demis Hassabis has been the most vocal advocate for world models and their importance in achieving AGI. Google recently demoed Genie 3, a model that generates a video game-like environment from scratch as you navigate through it. There are also a handful of startups working on similar models, including Fei-Fei Li’s World Labs, which this week released its own demo of a model that generates interactive video in real-time.

For General Intuition, the goal is to control any kind of device that can be mapped to a keyboard and mouse or has a game controller-like input scheme, according to de Witte. He expects the startup’s first model to be used by search and rescue drones but sees the potential for applications in other areas, including humanoid robots and self-driving cars.

Just as LLMs were initially trained on internet text data, de Witte believes that gaming environments will unlock AI’s ability to reliably predict the proper action to take in the physical world. “Games are basically the only verifiable domain for spatial-temporal reasoning,” he explained. “You can separate a good action from a bad action, which is why it’s so valuable.”

Still, it’s a risky bet. The correct technical path for developing world models is hotly debated in the AI industry, and as even Khosla noted to me, it’s unclear what data will ultimately prove the most valuable. Members of de Witte’s early research team have published notable research in the field, but the startup is still competing with better-funded giants like Google. “Somebody will win big in this market,” said Khosla, who told me thinks it’s an area where “multiple hundred-billion-dollar and potentially even trillion-dollar companies will be built.”

De Witte predicts that gaming companies will become prime takeover targets for AI labs as interest in world models heats up. His decision to start General Intuition was driven by the realization that, thanks to Medal’s data, he’s in the unique position to be more than a data supplier. However, he warned me that others might find it challenging to resist licensing checks and acquisition offers from the big AI labs.

“You are at an information disadvantage,” he said when I asked if he had advice for the gaming industry. “The better these models get, the less data they’re likely going to need.”

Follow topics and authors from this story to see more like this in your personalized homepage feed and to receive email updates.


Source link
#world #models #big

Snapchat is officially joining the race to clean AI slop out of social media.

The company announced July 31 that wholly AI-generated videos will no longer be eligible for recommendation in Spotlight, Snapchat’s discovery feed for trending videos from creators across the platform in order to “reward authentic creativity.”

The policy does not prevent users from posting AI-generated videos elsewhere on Snapchat. It also does not disqualify every video that involves AI. Creators can continue using Snapchat’s AI tools to edit or enhance their original footage, and those videos will remain eligible for Spotlight recommendations with transparency indicators.

The line Snapchat is drawing comes down to who, or what, created the underlying video. AI can help a person make something. It cannot make the entire thing and still expect Snapchat’s recommendation system to distribute it.

“As low-quality, repetitive, AI-generated content becomes increasingly common across the internet, we want Spotlight to remain a place where people can discover authentic creativity from real people,” the company wrote in a blog post.

Keeping entirely generated videos out of Spotlight matters on the platform because recommendation is what allow a creator’s work to reach people who do not already follow them. Removing that distribution makes Spotlight far less valuable as a growth channel for automated content farms that can produce synthetic videos at scale.

It also protects a part of Snapchat that has been attracting more creators. Snap said the number of unique people contributing to Spotlight globally has increased by more than 120 percent over the past year.

Exactly how Snapchat will identify wholly AI-generated videos is less clear. The company has not explained what level of human involvement would make a video eligible or how it will distinguish an AI-enhanced recording from a generated video that received a few human edits.

Snap acknowledged that challenge in its announcement, saying that “no detection system is perfect.”

Social platforms are reconsidering AI slop

Snapchat isn’t the first platform to decide that the flood of repetitive AI content is becoming a problem for its users.

LinkedIn began expanding tools in July that allow members to report posts and comments that “seem like AI slop.” The company is also introducing classifiers intended to reduce low-quality AI content in recommendations and replacing its “enhance your post” writing feature with a more limited proofreading tool.

LinkedIn Chief Product Officer Hari Srinivasan emphasized that the company does not consider all AI-assisted work to be slop. The concern is content that feels automated, generic, or disconnected from the person publishing it.

Substack has taken a transparency-focused approach. On July 21, the newsletter platform introduced an optional AI-detection feature built with Pangram. Readers can scan posts, notes, replies, and comments longer than 100 words to receive an estimate of how much of the text was written by a person or with AI assistance.

YouTube’s current policies similarly make repetitive or mass-produced “inauthentic content” ineligible for monetization. Its spam rules also prohibit creators from using automated or synthetic tools to flood the platform with large volumes of nearly identical videos.

TikTok has also put more of the decision in viewers’ hands. The platform began testing a setting in November that lets users increase or decrease the amount of AI-generated content that appears in their For You feeds.

Snapchat’s decision also arrives as Meta imagines a very different future for social media.

In its latest earnings remarks on July 29, Meta said its Muse image and video models would create a “nearly infinite universe of personalized content” across its platforms. That AI-generated material would become another source of recommendations alongside posts from friends and established creators.

Snapchat is making a different bet for Spotlight. As synthetic video becomes easier to produce and harder to distinguish from recorded footage, the platform is reserving its most valuable discovery space for content that begins with a person.

Drawing that line may be easier than enforcing it. Still, Snapchat has made its preference clear: AI can stay behind the scenes. Spotlight belongs to the humans.

#Snapchat #bans #fully #AIgenerated #videos #Spotlight #recommendations">Snapchat bans fully AI-generated videos from Spotlight recommendations
                                                            Snapchat is officially joining the race to clean AI slop out of social media.The company announced July 31 that wholly AI-generated videos will no longer be eligible for recommendation in Spotlight, Snapchat’s discovery feed for trending videos from creators across the platform in order to “reward authentic creativity.”The policy does not prevent users from posting AI-generated videos elsewhere on Snapchat. It also does not disqualify every video that involves AI. Creators can continue using Snapchat’s AI tools to edit or enhance their original footage, and those videos will remain eligible for Spotlight recommendations with transparency indicators.

        SEE ALSO:
        
            New safety rules for under-16 Snapchat users
            
        
    
The line Snapchat is drawing comes down to who, or what, created the underlying video. AI can help a person make something. It cannot make the entire thing and still expect Snapchat’s recommendation system to distribute it.“As low-quality, repetitive, AI-generated content becomes increasingly common across the internet, we want Spotlight to remain a place where people can discover authentic creativity from real people,” the company wrote in a blog post.Keeping entirely generated videos out of Spotlight matters on the platform because recommendation is what allow a creator’s work to reach people who do not already follow them. Removing that distribution makes Spotlight far less valuable as a growth channel for automated content farms that can produce synthetic videos at scale.It also protects a part of Snapchat that has been attracting more creators. Snap said the number of unique people contributing to Spotlight globally has increased by more than 120 percent over the past year.Exactly how Snapchat will identify wholly AI-generated videos is less clear. The company has not explained what level of human involvement would make a video eligible or how it will distinguish an AI-enhanced recording from a generated video that received a few human edits.
        
            Mashable Trend Report
        
        
    
Snap acknowledged that challenge in its announcement, saying that “no detection system is perfect.”Social platforms are reconsidering AI slopSnapchat isn’t the first platform to decide that the flood of repetitive AI content is becoming a problem for its users.LinkedIn began expanding tools in July that allow members to report posts and comments that “seem like AI slop.” The company is also introducing classifiers intended to reduce low-quality AI content in recommendations and replacing its “enhance your post” writing feature with a more limited proofreading tool.LinkedIn Chief Product Officer Hari Srinivasan emphasized that the company does not consider all AI-assisted work to be slop. The concern is content that feels automated, generic, or disconnected from the person publishing it.Substack has taken a transparency-focused approach. On July 21, the newsletter platform introduced an optional AI-detection feature built with Pangram. Readers can scan posts, notes, replies, and comments longer than 100 words to receive an estimate of how much of the text was written by a person or with AI assistance.
YouTube’s current policies similarly make repetitive or mass-produced “inauthentic content” ineligible for monetization. Its spam rules also prohibit creators from using automated or synthetic tools to flood the platform with large volumes of nearly identical videos.TikTok has also put more of the decision in viewers’ hands. The platform began testing a setting in November that lets users increase or decrease the amount of AI-generated content that appears in their For You feeds.Snapchat’s decision also arrives as Meta imagines a very different future for social media.In its latest earnings remarks on July 29, Meta said its Muse image and video models would create a “nearly infinite universe of personalized content” across its platforms. That AI-generated material would become another source of recommendations alongside posts from friends and established creators.Snapchat is making a different bet for Spotlight. As synthetic video becomes easier to produce and harder to distinguish from recorded footage, the platform is reserving its most valuable discovery space for content that begins with a person.Drawing that line may be easier than enforcing it. Still, Snapchat has made its preference clear: AI can stay behind the scenes. Spotlight belongs to the humans.

                    
                                            
                            
    
        Topics
                    Artificial Intelligence
                    Snapchat
            

                        
                                    #Snapchat #bans #fully #AIgenerated #videos #Spotlight #recommendations

AI slop out of social media.

The company announced July 31 that wholly AI-generated videos will no longer be eligible for recommendation in Spotlight, Snapchat’s discovery feed for trending videos from creators across the platform in order to “reward authentic creativity.”

The policy does not prevent users from posting AI-generated videos elsewhere on Snapchat. It also does not disqualify every video that involves AI. Creators can continue using Snapchat’s AI tools to edit or enhance their original footage, and those videos will remain eligible for Spotlight recommendations with transparency indicators.

The line Snapchat is drawing comes down to who, or what, created the underlying video. AI can help a person make something. It cannot make the entire thing and still expect Snapchat’s recommendation system to distribute it.

“As low-quality, repetitive, AI-generated content becomes increasingly common across the internet, we want Spotlight to remain a place where people can discover authentic creativity from real people,” the company wrote in a blog post.

Keeping entirely generated videos out of Spotlight matters on the platform because recommendation is what allow a creator’s work to reach people who do not already follow them. Removing that distribution makes Spotlight far less valuable as a growth channel for automated content farms that can produce synthetic videos at scale.

It also protects a part of Snapchat that has been attracting more creators. Snap said the number of unique people contributing to Spotlight globally has increased by more than 120 percent over the past year.

Exactly how Snapchat will identify wholly AI-generated videos is less clear. The company has not explained what level of human involvement would make a video eligible or how it will distinguish an AI-enhanced recording from a generated video that received a few human edits.

Snap acknowledged that challenge in its announcement, saying that “no detection system is perfect.”

Social platforms are reconsidering AI slop

Snapchat isn’t the first platform to decide that the flood of repetitive AI content is becoming a problem for its users.

LinkedIn began expanding tools in July that allow members to report posts and comments that “seem like AI slop.” The company is also introducing classifiers intended to reduce low-quality AI content in recommendations and replacing its “enhance your post” writing feature with a more limited proofreading tool.

LinkedIn Chief Product Officer Hari Srinivasan emphasized that the company does not consider all AI-assisted work to be slop. The concern is content that feels automated, generic, or disconnected from the person publishing it.

Substack has taken a transparency-focused approach. On July 21, the newsletter platform introduced an optional AI-detection feature built with Pangram. Readers can scan posts, notes, replies, and comments longer than 100 words to receive an estimate of how much of the text was written by a person or with AI assistance.

YouTube’s current policies similarly make repetitive or mass-produced “inauthentic content” ineligible for monetization. Its spam rules also prohibit creators from using automated or synthetic tools to flood the platform with large volumes of nearly identical videos.

TikTok has also put more of the decision in viewers’ hands. The platform began testing a setting in November that lets users increase or decrease the amount of AI-generated content that appears in their For You feeds.

Snapchat’s decision also arrives as Meta imagines a very different future for social media.

In its latest earnings remarks on July 29, Meta said its Muse image and video models would create a “nearly infinite universe of personalized content” across its platforms. That AI-generated material would become another source of recommendations alongside posts from friends and established creators.

Snapchat is making a different bet for Spotlight. As synthetic video becomes easier to produce and harder to distinguish from recorded footage, the platform is reserving its most valuable discovery space for content that begins with a person.

Drawing that line may be easier than enforcing it. Still, Snapchat has made its preference clear: AI can stay behind the scenes. Spotlight belongs to the humans.

#Snapchat #bans #fully #AIgenerated #videos #Spotlight #recommendations">Snapchat bans fully AI-generated videos from Spotlight recommendations

Snapchat is officially joining the race to clean AI slop out of social media.

The company announced July 31 that wholly AI-generated videos will no longer be eligible for recommendation in Spotlight, Snapchat’s discovery feed for trending videos from creators across the platform in order to “reward authentic creativity.”

The policy does not prevent users from posting AI-generated videos elsewhere on Snapchat. It also does not disqualify every video that involves AI. Creators can continue using Snapchat’s AI tools to edit or enhance their original footage, and those videos will remain eligible for Spotlight recommendations with transparency indicators.

The line Snapchat is drawing comes down to who, or what, created the underlying video. AI can help a person make something. It cannot make the entire thing and still expect Snapchat’s recommendation system to distribute it.

“As low-quality, repetitive, AI-generated content becomes increasingly common across the internet, we want Spotlight to remain a place where people can discover authentic creativity from real people,” the company wrote in a blog post.

Keeping entirely generated videos out of Spotlight matters on the platform because recommendation is what allow a creator’s work to reach people who do not already follow them. Removing that distribution makes Spotlight far less valuable as a growth channel for automated content farms that can produce synthetic videos at scale.

It also protects a part of Snapchat that has been attracting more creators. Snap said the number of unique people contributing to Spotlight globally has increased by more than 120 percent over the past year.

Exactly how Snapchat will identify wholly AI-generated videos is less clear. The company has not explained what level of human involvement would make a video eligible or how it will distinguish an AI-enhanced recording from a generated video that received a few human edits.

Snap acknowledged that challenge in its announcement, saying that “no detection system is perfect.”

Social platforms are reconsidering AI slop

Snapchat isn’t the first platform to decide that the flood of repetitive AI content is becoming a problem for its users.

LinkedIn began expanding tools in July that allow members to report posts and comments that “seem like AI slop.” The company is also introducing classifiers intended to reduce low-quality AI content in recommendations and replacing its “enhance your post” writing feature with a more limited proofreading tool.

LinkedIn Chief Product Officer Hari Srinivasan emphasized that the company does not consider all AI-assisted work to be slop. The concern is content that feels automated, generic, or disconnected from the person publishing it.

Substack has taken a transparency-focused approach. On July 21, the newsletter platform introduced an optional AI-detection feature built with Pangram. Readers can scan posts, notes, replies, and comments longer than 100 words to receive an estimate of how much of the text was written by a person or with AI assistance.

YouTube’s current policies similarly make repetitive or mass-produced “inauthentic content” ineligible for monetization. Its spam rules also prohibit creators from using automated or synthetic tools to flood the platform with large volumes of nearly identical videos.

TikTok has also put more of the decision in viewers’ hands. The platform began testing a setting in November that lets users increase or decrease the amount of AI-generated content that appears in their For You feeds.

Snapchat’s decision also arrives as Meta imagines a very different future for social media.

In its latest earnings remarks on July 29, Meta said its Muse image and video models would create a “nearly infinite universe of personalized content” across its platforms. That AI-generated material would become another source of recommendations alongside posts from friends and established creators.

Snapchat is making a different bet for Spotlight. As synthetic video becomes easier to produce and harder to distinguish from recorded footage, the platform is reserving its most valuable discovery space for content that begins with a person.

Drawing that line may be easier than enforcing it. Still, Snapchat has made its preference clear: AI can stay behind the scenes. Spotlight belongs to the humans.

#Snapchat #bans #fully #AIgenerated #videos #Spotlight #recommendations

The sale includes the 10-inch Skylight Calendar for $119.99 ($50 off), the 15-inch Skylight Calendar 2 for $259.99 ($20 off), and the 27-inch Skylight Calendar Max for $479.99 ($90 off). The 10-inch model takes up the least amount of space, though the newer, larger 15-inch Calendar 2 features faster performance, a brighter display, and swappable magnetic frames. The 27-inch Calendar Max, meanwhile, offers the sharpest and largest screen and must be mounted to the wall (the other models can stand on a table or be mounted), making it the easiest option for large families to view from across the room.

Regardless of which model you choose, every Skylight Calendar includes the same set of organizational features. Each member of your household can have their own color-coded profile, and each can sync events from Google, Outlook, Apple, Cozi, or Yahoo calendars. You can also create shared lists for groceries, chores, and other to-dos that everyone can access from the calendar or the companion mobile app, and even send your grocery list to Instacart with a couple of taps. Built-in weather forecasts also can help you plan around upcoming events, and you can also share calendar access with family members and trusted contacts.

You get even more perks if you subscribe to the $79 per year Plus Plan (the first month of the service is free to try). Skylight uses AI to automatically turn emails, photos, flyers, and spreadsheets into calendar entries. It also adds meal planning, tools for assigning and rewarding completed chores, and a mode that displays your photos like a digital picture frame.

#Skylights #smart #calendars #backtoschool #saleDeals,Gadgets,Smart Home,Tech,Verge Shopping">Skylight’s smart calendars are up to  off during its back-to-school saleThe start of a new school year can feel hectic, as parents juggle their kids’ classes, extracurriculars and sports on top of work, appointments, and other responsibilities. It’s easy for things to slip through the cracks, but Skylight’s shared smart calendars can help keep everyone on track, and from August 2nd through August 9th they’re up to  off.The sale includes the 10-inch Skylight Calendar for 9.99 ( off), the 15-inch Skylight Calendar 2 for 9.99 ( off), and the 27-inch Skylight Calendar Max for 9.99 ( off). The 10-inch model takes up the least amount of space, though the newer, larger 15-inch Calendar 2 features faster performance, a brighter display, and swappable magnetic frames. The 27-inch Calendar Max, meanwhile, offers the sharpest and largest screen and must be mounted to the wall (the other models can stand on a table or be mounted), making it the easiest option for large families to view from across the room.Regardless of which model you choose, every Skylight Calendar includes the same set of organizational features. Each member of your household can have their own color-coded profile, and each can sync events from Google, Outlook, Apple, Cozi, or Yahoo calendars. You can also create shared lists for groceries, chores, and other to-dos that everyone can access from the calendar or the companion mobile app, and even send your grocery list to Instacart with a couple of taps. Built-in weather forecasts also can help you plan around upcoming events, and you can also share calendar access with family members and trusted contacts.You get even more perks if you subscribe to the  per year Plus Plan (the first month of the service is free to try). Skylight uses AI to automatically turn emails, photos, flyers, and spreadsheets into calendar entries. It also adds meal planning, tools for assigning and rewarding completed chores, and a mode that displays your photos like a digital picture frame.#Skylights #smart #calendars #backtoschool #saleDeals,Gadgets,Smart Home,Tech,Verge Shopping

$119.99 ($50 off), the 15-inch Skylight Calendar 2 for $259.99 ($20 off), and the 27-inch Skylight Calendar Max for $479.99 ($90 off). The 10-inch model takes up the least amount of space, though the newer, larger 15-inch Calendar 2 features faster performance, a brighter display, and swappable magnetic frames. The 27-inch Calendar Max, meanwhile, offers the sharpest and largest screen and must be mounted to the wall (the other models can stand on a table or be mounted), making it the easiest option for large families to view from across the room.

Regardless of which model you choose, every Skylight Calendar includes the same set of organizational features. Each member of your household can have their own color-coded profile, and each can sync events from Google, Outlook, Apple, Cozi, or Yahoo calendars. You can also create shared lists for groceries, chores, and other to-dos that everyone can access from the calendar or the companion mobile app, and even send your grocery list to Instacart with a couple of taps. Built-in weather forecasts also can help you plan around upcoming events, and you can also share calendar access with family members and trusted contacts.

You get even more perks if you subscribe to the $79 per year Plus Plan (the first month of the service is free to try). Skylight uses AI to automatically turn emails, photos, flyers, and spreadsheets into calendar entries. It also adds meal planning, tools for assigning and rewarding completed chores, and a mode that displays your photos like a digital picture frame.

#Skylights #smart #calendars #backtoschool #saleDeals,Gadgets,Smart Home,Tech,Verge Shopping">Skylight’s smart calendars are up to $90 off during its back-to-school sale

The start of a new school year can feel hectic, as parents juggle their kids’ classes, extracurriculars and sports on top of work, appointments, and other responsibilities. It’s easy for things to slip through the cracks, but Skylight’s shared smart calendars can help keep everyone on track, and from August 2nd through August 9th they’re up to $90 off.

The sale includes the 10-inch Skylight Calendar for $119.99 ($50 off), the 15-inch Skylight Calendar 2 for $259.99 ($20 off), and the 27-inch Skylight Calendar Max for $479.99 ($90 off). The 10-inch model takes up the least amount of space, though the newer, larger 15-inch Calendar 2 features faster performance, a brighter display, and swappable magnetic frames. The 27-inch Calendar Max, meanwhile, offers the sharpest and largest screen and must be mounted to the wall (the other models can stand on a table or be mounted), making it the easiest option for large families to view from across the room.

Regardless of which model you choose, every Skylight Calendar includes the same set of organizational features. Each member of your household can have their own color-coded profile, and each can sync events from Google, Outlook, Apple, Cozi, or Yahoo calendars. You can also create shared lists for groceries, chores, and other to-dos that everyone can access from the calendar or the companion mobile app, and even send your grocery list to Instacart with a couple of taps. Built-in weather forecasts also can help you plan around upcoming events, and you can also share calendar access with family members and trusted contacts.

You get even more perks if you subscribe to the $79 per year Plus Plan (the first month of the service is free to try). Skylight uses AI to automatically turn emails, photos, flyers, and spreadsheets into calendar entries. It also adds meal planning, tools for assigning and rewarding completed chores, and a mode that displays your photos like a digital picture frame.

#Skylights #smart #calendars #backtoschool #saleDeals,Gadgets,Smart Home,Tech,Verge Shopping

Post Comment