News
TikTok Hopes Labels And Literacy Will Tame AI-Generated Content
Three billion AI videos carry warning labels already. The next fight is spam accounts pushing politics, finance, and dubious health content.
The current volume of AI spam on TikTok would likely surprise even the most enthusiastic of users. The short video platform has now labeled over three billion AI-generated videos, using a combination of Content Credentials, creator disclosure tools and invisible watermarking. Two years after becoming the first video platform to implement C2PA Content Credentials, the company announced on July 13 that it is joining the Coalition for Content Provenance and Authenticity’s Steering Committee, taking a hand in steering the transparency standard it was early to adopt.
Labeling, though, only addresses content that plays by the rules. The harder problem is AI used to mass-produce spam that drowns out authentic creators. TikTok says it will begin testing enhanced detection systems to identify accounts that exist solely to churn out AI-generated spam, focusing first on areas that touch public trust and well-being: politics and current events, financial advice, and medical information. The move builds on enforcement efforts that saw more than 86 million fake accounts removed in the first quarter of this year.
The other half of the strategy is education, which has led TikTok to partner with the National Association for Media Literacy Education and AI expert Henry Ajder on a new guide encouraging responsible use of AI tools, alongside resources aimed at helping users build practical skills for spotting AI-generated content. Its expert-led literacy program, run with partners including No Filtr and Raspberry Pi, has generated more than 200 million views since launching in November 2025, backed by a commitment of more than US$4 million.
Also Read: YouTube Rolls Out Supervised Children’s Accounts Across MENA
The regional context matters here too. Across the MENA, creators are increasingly using AI for storytelling and production, and TikTok is leaning into that with features like Smart Split and AI Outline. For users on the receiving end, Manage Topics offers a dial to control how much AI-generated content appears in their feed.
Whether detection can keep pace with generation remains the open question. For now, TikTok’s answer is to label everything, teach everyone, and hunt the spammers.
News
Abu Dhabi’s Robot Kitchen Is Serving Up Biryani, Not Burgers
Circus SE wants to put a tiny automated factory inside the buildings where Gulf residents live and work, bypassing part of last-mile delivery.
The most telling thing about a new autonomous kitchen now running in Abu Dhabi’s Marina Square is what it won’t cook:
“We don’t do fast food,” says Nikolas Bullwinkel, Founder and CEO of Circus SE. “We’ve actively decided not to build a machine that can only do burgers”.
Instead, the CA-1 system is built around pot-based cooking: curries, pastas, soups and rice dishes. After experimenting with highly personalized recipes, Circus deliberately leaned back toward recognizable food. “We’re going with a chicken biryani because you know it,” Bullwinkel says of the AED 40 dish.
The Germany-based robotics and food technology company operates across eight countries, and Abu Dhabi is its first deployment outside Europe. More locations are expected there and in Dubai.
In Germany, its units can be placed in supermarkets, gas stations, airports and hospitals. In the Gulf, Bullwinkel wants them inside residential and office buildings, replacing some of the complexity of last-mile delivery. “We’re basically bringing a very tiny factory a few square meters into your building,” he says. Catering company Royal Prestige supplies the ingredients and knowledge of local tastes.
The CA-1 manages up to 36 refrigerated ingredient silos alongside automated induction cooking, robotic plating and a self-cleaning dishwasher. Two robotic arms move ingredients through the system with minimal human intervention. It can produce up to 120 hot meals an hour, and a meal such as rice and curry can take around three to four minutes.
Also Read: Ooredoo Qatar’s 5G+ Network Is Built For Machines As Much As People
Five cameras and multiple sensors monitor heat, temperature and consistency, an attempt to approximate what a chef perceives. “You can hear something gets burned, you can smell it, you can see it at some point,” Bullwinkel says. CircusOS, the company’s operating system, adjusts recipes in real time.
You might think of the platform as a threat to kitchen staff, but Bullwinkel frames Circus as a way for chefs to develop recipes and distribute them at scale. With that being said, rising labor costs and shortages are also part of his case for automation.
Abu Dhabi’s Robot Kitchen Is Serving Up Biryani, Not Burgers
Sennheiser’s MOMENTUM 5 Series Bets On Batteries You Can Swap
UAE’s 3-Minute University Registration Runs On Government Data
How Online Ads Became A Delivery System For Zero-Click Spyware
Shokz OpenDots 2 Review: Clip-On Audio Gets A Bass-Heavy Makeover
Dubai Says Its Deepfake Detector Needs Just 7 Seconds Of Video
New Disney+ Streaming App Has Officially Launched In The UAE
NEOPAY Wants To Follow Merchants Across Channels And Borders
RØDE’s Low-Profile Studio Arm Is Designed To Stay Out Of Shot
G42’s Inception42 Wants AI To Show Its Work Before Investors Commit
-
News3 weeks agoDubai Says Its Deepfake Detector Needs Just 7 Seconds Of Video
-
News2 weeks agoNew Disney+ Streaming App Has Officially Launched In The UAE
-
News3 weeks agoNEOPAY Wants To Follow Merchants Across Channels And Borders
-
News3 weeks agoRØDE’s Low-Profile Studio Arm Is Designed To Stay Out Of Shot