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Origin Lab raises $8M to help video game companies sell data to world-model builders

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As AI begins to interact with the physical world, new types of labs are working to build world models that could be used to operate physical robotics or model objects in physical space. Unlike large language models, there isn’t an easy source of data for those models, which has left many labs scrambling to assemble the necessary training sets.

Now, one startup is emerging with an unlikely data source: the video game industry.

That’s the premise of Origin Lab, which just announced an $8 million seed funding round led by Lightspeed Ventures. SV Angel, Eniac, Seven Stars, and FPV also participated, with angel funding from Twitch co-Founder Kevin Lin and Cruise founder Kyle Vogt.

“The AI systems that are being built now need to understand how the physical world works and how things move,” co-CEO and co-founder Anne-Margot Rodde told TechCrunch. “That data essentially lives in video games.”

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In simple terms, Origin Lab will serve as a marketplace where world-model-focused labs such as Yann LeCun’s AMI Labs or Fei-Fei Li’s World Labs can buy high-quality licensed data. On the other side of the trade, video game companies can squeeze additional revenue out of the digital assets they’ve already created. In the middle, Origin Lab will convert the video game assets into a form that works as training data — something that could be as simple as a rendering run or as complex as automating hours of walkthrough footage.

“It became clear that the video game industry was sitting on some incredibly valuable data, but there was no real way or infrastructure to basically connect AI labs and the video game industry,” says Rodde. “So essentially, we built that bridge.”

Labs have long been interested in video game footage as a data source, but licensing and data quality issues have often gotten in the way. In December 2024, OpenAI caused a minor scandal when the first version of its Sora video-generation model seemed to regurgitate footage of popular video games and streamers — presumably because it had been trained on Twitch streams. Amazon has been open about its interest in using Twitch footage to train models.

Origin’s success in fundraising is a sign of a growing market — not just for training data, but for startups that can serve as essential suppliers to major AI labs. Faraz Fatemi, a partner at Lightspeed who led the Origin investment, says the success of companies like Scale.AI has made the opportunity impossible to ignore.

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“We’ve seen how sharp the revenue scaling can be for data vendors that are serving the major labs,” Fatemi told TechCrunch. “These are very well-capitalized businesses, and the bottleneck for all of them is data.”

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Apple May Open Up The App Store To Agentic AI

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Artificial intelligence has posed a multi-layered problem for Apple in recent years. We’re expecting to hear some big news at WWDC this year about how AI will be integrated into the company’s gadgets, but there are still other wrinkles still to be ironed out in its broader approach to the use of this influential technology. According to The Information, one of those challenges is the recent interest and development of agentic AI.

To date, Apple has not permitted vibe coding tools on the App Store because they would violate its policies. They could also potentially be used to create original apps for people who would have otherwise gotten software from the App Store, which could pose a threat to Apple’s revenue as well as creating a loophole for spreading malware or taking other malicious actions. But applying that same block more broadly to any agentic AI services, which can take active control over a device and its programs, could keep Apple out of the loop as those tools are generating a lot of interest among both developers and casual users. Apple is reportedly trying to maintain its control over the App Store, while capitalizing on the current buzz around AI agents.

“While details couldn’t be learned, its staffers are designing a system to adhere to its standards of privacy and security and prevent the more freewheeling behavior some users of agentic systems such as OpenClaw have experienced, where agents can go haywire and delete all of a user’s emails, according to the people briefed on the matter,” the article states.

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It sounds like a high wire act for a company that has been struggling to keep pace with AI’s breakneck development. Add this to the long laundry list of information we’ll be curious to see addressed at next month’s keynote.



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Netflix’s Ad Tier Now Has A Whopping 250 Million Monthly Users

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Netflix has more than 250 million monthly active users on its ad-supported tier. The figure, which was revealed during the company’s Upfront presentation, marks a huge spike for this subscription option. In 2024 the plan with ads had 70 million users and in 2025 it reached 94 million.

Starting next year, Netflix will also launch the ad-supported plan in 15 more countries: Austria, Belgium, Colombia, Denmark, Indonesia, Ireland, the Netherlands, New Zealand, Norway, Peru, Philippines, Poland, Sweden, Switzerland and Thailand.

The Basic with Ads tier of access started rolling out in 2022. It appears to be an increasingly popular option as Netflix, like most streaming services, has continued to get ever-more expensive. The company just upped all monthly subscription costs by a dollar earlier this year.

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And of course, because this is 2026, the Upfront included plenty of talk about AI. Netflix started using the tech in its ads last year, and one of the new potential applications the company is testing will serve “personalized ad loads and frequency caps that dynamically adjust the ads our members see, based on their viewing behaviors.” Netflix is currently facing a lawsuit from Texas on claims that it illegally sells user data to ad tech companies, although the streaming service said the suit was “based on inaccurate and distorted information.”



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Tiny Ukrainian startup claims its low-cost laser weapon can destroy drones and helicopters from several kilometers away

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  • Trident reportedly destroys reconnaissance drones from distances reaching 1.5 kilometers away
  • Ukrainian developers claim the laser weapon costs far less than Western systems
  • The Trident laser reportedly damages aircraft optics, electronics, and structural components effectively

Ukrainian company Celebra Tech is putting the final touches on a Trident laser weapon which it claims can destroy drones, helicopters, and even missiles at significant distances.

The Trident burns through enemy optics and structural components from up to three miles away.

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KitchenAid Launches Its First Smart Thermometer

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KitchenAid has released a smart thermometer, the first from the popular cooking brand. The single probe model will retail for $100 while the dual option will cost $200. Although a maximum temperature isn’t listed in the specs, the company says that the Smart Thermometer can be used for a range of processes, including grilling, roasting, smoking, air frying and stovetop cooking.

The probes are waterproof and dishwasher safe, and when fully charged, the battery life can top out at 24 hours, so you can keep tabs even on long projects like smoking a hefty brisket. The quick-charge option can boost the probe to an extra five hours of cooking from five minutes of charging.

The KitchenAid Smart Thermometer connects to the company’s app, which offers a graph view for visualizing the cooking process, a collection of up to 20 saved cooks, and timers or alerts. Notifications can let the cook know when it’s time to take different steps in a recipe based on temperature. The probes use Bluetooth, and the Range Extender Mode can stretch the device’s 285-foot range with a second internet-connected device if needed.

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KitchenAid’s offering joins several other products on the market, some from grilling-focused specialists such as Meater and ThermoWorks, and others from similarly major kitchen brands like Whirlpool, which just so happens to own KitchenAid.



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Daily Deal: 5-in-1 MagSafe Wireless & Wired Charging Station

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from the good-deals-on-cool-stuff dept

Simplify your daily charging experience and replace most of the chargers and cables on your desktop. The 5-in-1 Wireless & Wired Charging Station is a compact and powerful charging station to charge all your favorite gadgets at the same time, and can also double as a bedside lamp with 3 brightness levels. Having 3 wireless charging spots, and one USB-A port, it enables charging for up to 4 devices simultaneously, including iPhone, Apple Watch, AirPods Pro, AirPods with Wireless Charging Case, other Qi-compatible Android Phones, and Bluetooth earbuds. The Apple Watch Stand is for charging any Apple Watch from Series 1 to 9. Save your workspace and charge all your favorite techs in one elegant solution. It’s on sale for $40.

Note: The Techdirt Deals Store is powered and curated by StackSocial. A portion of all sales from Techdirt Deals helps support Techdirt. The products featured do not reflect endorsements by our editorial team.

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Instagram’s New Instants App Is a Snapchat Clone for Thirst Traps

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Meta launched a new app on Wednesday, called Instants, that integrates with existing Instagram accounts and allows users to send unedited, disappearing photos. Instants leans into the popularity of Instagram’s Stories feature and Close Friends lists, where users can selectively share images with a smaller audience.

Instants is available as a stand-alone app on iOS and Android in select countries, and it’s accessible through Instagram’s direct messaging tab.

The core of Instants, from its name to the bare-bones layout, is designed to evoke a sense of ephemerality. Yes, it’s a conceptual clone of Snapchat, with images that disappear after viewing, which can also be unsent before the person on the other end views them. (Instagram’s Stories feature, launched a decade ago, was also influenced by Snapchat.)

Unlike Snapchat, Instants is much more focused on capturing raw moments, like the once-viral BeReal app, and doesn’t allow any filters or retouching. That’s striking for a company that helped make sepia-toned filters like Valencia household names, and is hell-bent on adding generative AI to every other corner of its apps.

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Image may contain Electronics Phone Mobile Phone Person Text Face and Head

Courtesy of Meta

There’s one specific kind of raw image I fully believe adult users will be sharing with their Close Friends list through Instants: dick pics.

Instagram’s Close Friends feature, which arrived in 2018, earned a reputation as a way to share thirst traps. As a gay man living in San Francisco, I’m fully aware of what I’m going to see when someone adds me to their list and posts to Close Friends. No one’s posting full hog on main—that would be blocked by Meta—but there’s plenty of skin on display in those green bubbles.

Similar to Instagram, Instants is available to teenage users. Even so, content posted on either app may feel adult in nature. While Instagram’s community guidelines ban posting most kinds of nudity, with exceptions for sculptures and breastfeeding, in practice, the main feed on my Instagram is full of ass shots—nothing frontal. Images posted on Stories just to Close Friends lists, rather than being more publicly shared, often seem to avoid the stricter moderation rules. The Instants app is governed by the same guidelines as the main Instagram app.

Image may contain Text

ScreenshotCourtesy of Meta

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Notion just turned its workspace into a hub for AI agents

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Productivity software maker Notion is stepping into the agentic era.

In a live-streamed product announcement on Wednesday, the company, known best for its collaborative note-taking app, introduced a new developer platform that extends the capabilities of its custom AI agents, connects with external agents, and allows teams to build automated multi-step workflows that can pull in data from any database.

By building an orchestration layer — a system that coordinates AI work across multiple tools and data sources — Notion is positioning itself as more than a note-taker with AI features and instead as a hub where people and agents can collaborate across tools and databases.

In February, Notion first launched its Custom Agents — AI teammates that handle repetitive tasks, like answering frequently asked questions, compiling status updates, and automating workflows. Since then, Notion customers have built over one million agents, the company says.

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However, these agents had limitations. They couldn’t connect with external data or use custom logic. External agents that companies used also didn’t have a way to connect with the Notion workspace. Teams had to work around these problems by using third-party automation platforms or writing their own scripts that run on their own infrastructure.

“It’s true that, historically, Notion hasn’t been the most developer-focused platform,” said Ivan Zhao, Notion co-founder and CEO, during the livestream. “But things are changing.”

Image Credits:Notion

Now, Notion will allow teams to deploy their own custom code. With its new Workers, Notion’s cloud-based environment for running custom code, customers can write their logic and deploy it to a secure sandbox (an isolated environment that keeps the code from interfering with other systems). This allows teams to do things like sync their data into Notion, build custom tools, and trigger work with webhooks — which are automated signals that kick off actions when something happens in another app — without needing to rely on external infrastructure.

You don’t even have to write the code. The company points out that your preferred AI coding agent can do it for you.

The Workers will use the same credit system as Custom Agents, but Notion is making this free through August, so developers can experiment.

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Syncing external data sources is also a part of the Notion Developer Platform. Powered by Workers, the database sync feature can pull in data from any database with an API. That means you could access data from places like Salesforce, Zendesk, Postgres, and others within your own Notion databases — and keep the data current.

Zhao noted that this means that Notion’s users can now “use your Notion database as a sheer canvas to power both your workflows and your agents.”

Image Credits:Notion

Workers can also build agent tools with custom logic, for those times when connecting with a third-party via MCP — short for Model Context Protocol, an emerging standard that lets AI tools connect to external data and services — isn’t enough.

Another addition allows Notion’s users to chat directly with external AI agents they use, assign them work, and track their progress, as if they were one of Notion’s own custom agents. At launch, Notion says that Claude Code, Cursor, Codex, and Decagon are supported partner agents, but it plans to add more.

There’s an External Agent API, too, if teams want to connect their own internal agents with Notion, like those they’ve built specifically for their company’s needs.

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Image Credits:Notion

Developers and agents interact with Notion’s new Developer Platform via the Notion CLI, a command-line tool for developers, available on the company’s Business and Enterprise Plans.

The Developer Platform represents a shift in strategy for Notion as it becomes more of a programmable platform than just an application, setting it up to compete with other workflow automation platforms. As businesses increasingly look to automate knowledge work and build internal AI systems, a platform that ties together agents, custom code, and live data in one place starts to look less like a productivity app and more like core infrastructure.

It also follows the broader trend among AI companies, which have been moving beyond the AI chatbot to offer agentic tools that can take actions across different software platforms.

“Any data, any tool, any agent — that’s the big picture for the Notion Developer Platform,” Zhao said.

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South Africa Used AI To Write Its Now Withdrawn AI Policy. The Citations Were Fake.

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from the doesn’t-anyone-check-anything? dept

Given how often we’ve seen AI-generated fake citations show up in legal filings and even legal decisions, you’d think the lesson would have sunk in by now: if you’re going to use AI to help draft something, you have to actually check what it produces. Apparently that lesson has not reached every government ministry.

Researcher Damien Charlotin was hunting for hallucinated citations using software he’d built for exactly that purpose, when he flagged something worth pausing on: South Africa’s proposed national AI policy contained at least four citations that don’t appear to exist.

The policy that contained hallucinated citations was, in part, a policy about the dangers of AI-generated misinformation.

And, days later, South Africa withdrew the proposal entirely.

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South Africa has withdrawn its first draft national AI policy after revelations that it ​contained fictitious sources in its reference list ‌which appeared to have been AI-generated.

“The most plausible explanation is that AI-generated citations were included without proper verification. ​This should not have happened,” Minister of ​Communications and Digital Technologies Solly Malatsi said.

“This ⁠failure is not a mere technical issue but ​has compromised the integrity and credibility of the ​draft policy,” he wrote in a post on X on Sunday.

Compromised the integrity and credibility of the policy? Bit of an understatement, I’d say.

And, look, it’s perhaps no surprise that those looking to put in place an AI policy would be using the tech themselves, but it’s difficult to think that they can regulate it well when they don’t even appear to understand how to use it well (and when not to use it at all).

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Naturally, the minister’s takeaway is that the tech needs more regulation:

“This unacceptable lapse proves why vigilant human ​oversight over the use of ​artificial intelligence is critical. It’s a lesson we take with humility,” ​he wrote.

That really feels a lot like blaming the tech for humans making dumb decisions with the tech. He’s not wrong that we need human oversight of the tool. The power of AI tools is only recognized when they are there to assist humans, not replace them, but it’s not clear how a policy position fixes that.

To me, this is more evidence that we need to do a much better job educating people about what these tools can and can’t do. And that’s harder than it sounds, because the companies selling these products have spent years aggressively overselling what AI can do while burying the caveats about how it should actually be used. The gap between what vendors promise and what the tools actually deliver is a big part of why people keep reaching for them in exactly the wrong contexts.

Malatsi’s instinct — regulate harder — is understandable, but it addresses the wrong problem. The behavior you’re trying to regulate here isn’t malicious; it’s lazy and uninformed. Regulation is reasonably good at deterring bad intent. It has a much worse track record against ignorance. People are going to keep trying to force these tools to do things they’re not good at, regardless of what the rules say, because convenience and overconfidence are powerful forces. The better outcome comes when people learn, through repeated direct experience, that the tool fails in these situations — and when the companies selling these tools are honest about where they fail.

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There are still genuinely useful ways to deploy AI, even if stories like this make people think that the tech is never good at anything. But using it to generate citations for official government policy documents, without verifying a single one, is not among them.

Of course, rather than actually dealing with any of this, expect a new crop of startups offering tools that claim to review your AI-generated content for hallucinated citations — and are just as unreliable.

Filed Under: ai policy, generative ai, hallucinations, south africa

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More AI expected in the App Store, if Apple can minimize risks

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The App Store includes a lot of AI-coded apps, but Apple is still wary of loosening the leash.

Apple is facing the problem of allowing apps that use AI agents in the App Store, and is having internal discussions about how to incorporate them without breaking long-standing App Store guidelines.

Artificial intelligence has led to a swathe of apps hitting the App Store, as developers embrace agentic coding. While Apple is fine with using AI to produce apps, it continues to have trouble bringing apps using AI to the App Store itself, due to the potential of breaking its rules.

Apple is now trying to work out how to include apps that use AI agents in the App Store so that it can profit from them, reports sources of The Information.

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So far, Apple has been blocking apps that have the capability of being used for vibe coding, namely using AI to write code and to create programs. However, the App Store Review Guidelines forbid apps from coding and producing other apps on the iPhone and iPad itself.

The sticking point is that the App Store Review process is meant to check and safeguard users from potential harm, such as malware. If allowed to pass the review process, coding apps could be used to make malware, which wouldn’t have been inspectable by Apple beforehand.

There is also the matter of those agentic coding apps creating other apps for the user. While it wouldn’t be checkable by Apple, it’s also something that can save users from buying other apps from the App Store, endangering its revenue.

Working with the rules

Apple is trying to come up with ways to reconcile this problem. So far, this has apparently consisted of designing a system for apps to adhere to privacy and security standards.

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Such a system would prevent some of the more elaborate agentic AI systems from being on iPhone. That means no OpenClaw-style software with massive reach across the user’s system.

Apple has an obvious monetary reason for enabling the apps, especially when they are growing in popularity. But at the same time, those apps have the potential to harm the ecosystem too.

WWDC in June is expected to include a lot of AI-related content, but it is unclear if this AI thrust will involve the App Store.

Third-party AI party

Some of this work to firm up its AI proposition runs alongside another effort giving users a lot more options when it comes to task processing. It is rumored that Apple will be giving users the ability to choose which third-party models can run on their iPhone, as an alternative to Apple Intelligence.

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While Apple already has ChatGPT integrated in a way that allows various Apple Intelligence features to run through it instead, including Siri queries, more AI models will apparently be supported in the 27-generation Apple operating systems.

The selected agents will be able to handle things like user queries directed to Siri, Writing Tools, and even the generation of files through Image Playground.

This is something that Apple has been thinking about for some time, especially concerning the App Store. There have been rumors going back to 2024 about an AI App Store, but more recent speculation has been about a section within the store itself.

By contrast to Apple’s current App Store quandry, the models Apple will allow to work with Siri and have deeper access into iOS and macOS will be those approved by Apple. Those models will obviously face more stringent inspection from Apple, and won’t have the capability to code at all.

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Anker Nano Travel Adapter Turns Outlets Into Hubs Anywhere with Five Ports in One Slim Unit

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Anker Nano Travel Adapter 2026
Any regular traveler understands how aggravating it can be to spend hours looking for the correct plug adapter, only to struggle to find enough outlets to charge all of your devices at once. Fortunately for us, Anker has devised a clever little solution that checks off both boxes in one slim package. The Nano Travel Adapter priced at $19.99 (was $26), is just under an inch thick and weighs less than four ounces, thanks to its four USB ports on the sides and bottom, as well as a conventional AC outlet on the front.



Changing the plug to suit different countries is a simple on the rear; simply slide it to the one you need. You will find selections for the United States, Europe, the United Kingdom, and Australia. From there, you can access more than 200 countries and regions, though you may need to do some research to identify the specific ones that are covered. Once you’ve connected it in, a blue LED light on the front indicates that everything is working properly.

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Anker Nano Travel Adapter, 5-Port Power Adapter with 1× 2-Pin AC, 2 USB A, 2 USB C for 20W, Smart…
  • Universal Plug Compatibility: Type A (US / Canada / Japan / China), Type C (EU), Type G (UK / Singapore), and Type I (Australia).
  • Power 5 Devices at Once: Includes 1 AC outlet, 2 USB-A ports, and 2 USB-C ports. The USB ports support up to 20W total output or 15W max when shared…
  • Exceptionally Compact: Measuring just 3.39 × 1.97 × 0.98 in (86 × 50 × 25 mm), it has a credit card-sized footprint and is 43% smaller than…

The AC outlet accepts two-prong US plugs and can handle up to 750 watts (far greater in other countries; verify local voltage limits). Hair dryers and shavers are safe to use, but only if they match the local voltage. When it comes to electronics, they all run on 100-240 volts, which is what this converter is truly built for.

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There are four USB ports in all, two of which are USB-C, with one reaching 20 watts (enough to charge a smartphone quickly) and the other topping out at 15 watts. The two USB-A ports can each supply 12 watts, and when all USB ports are active, they can deliver a total of 15 watts between them. This means that all of your stuff will be charged, but it may take longer than if you used a dedicated charger for each gadget.

Anker Nano Travel Adapter 2026
Real-world tests show a phone, earbuds, tablet, and power bank all topping off overnight from one outlet. Laptops stay off the list since they demand more juice than this adapter provides. Instead, bring the laptop’s own charger and plug it straight into the AC outlet.

Anker Nano Travel Adapter 2026
Build quality holds up well after weeks of daily use in different locations. The sliding prongs lock securely with an audible click and resist accidental retraction. The entire unit sits flush against the wall for added stability in crowded sockets. No major scratches or loose parts appeared even after repeated packing and unpacking.

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