标签：#Regulation

Michele Spagnuolo was arrested for alleged insider trading on Polymarket, but the Switzerland-based engineer says he was simply gambling—activity that is beyond the reach of US commodities law.

You ask a company to delete your data. In a normal system that is a database operation: find the rows that are yours, remove them, done. The mental model of “delete” that privacy law is built on — the GDPR’s right to erasure, most obviously — assumes exactly this: that your data sits somewhere as a discrete record you can locate and destroy. A trained AI model breaks that assumption. Answer first: your data isn’t stored in the model as a record at all. It is dissolved into the model’s parameters — billions of numbers, each nudged a little during training by every example it saw, yours included. There is no row labelled with your name to delete. Removing your influence means changing the numbers, and doing that cleanly is a genuine research problem, not a setting with a toggle. Where your data actually goes when a model “learns” it Training a large model is a process of adjustment. The model makes a prediction, it’s wrong, and an optimiser tweaks its parameters a fraction to make that particular kind of error slightly less likely next time. Repeat across trillions of tokens and those fractional tweaks accumulate into a system that has, in a distributed and lossy way, absorbed patterns from its training data. The key word is distributed . A single document doesn’t live in one identifiable place in the weights; its contribution is smeared across many parameters that also encode a great many other things. Two consequences follow, and they are the whole reason this is hard. First, you cannot point at the part of the model that is “you.” Second, deleting the original document from the training set does nothing to the model that already trained on it — the lesson has been learned and the textbook has been closed. The data is gone; the influence remains. Erasing your data from the training set is like removing a single lump of sugar from a cake that has already been baked. The lump is gone from the recipe. The sweetness is still in the cake. The clean fix that nobody can af

As of August 2, 2026, the EU AI Act Article 50 requires AI systems to mark synthetic outputs in a machine-detectable manner. Major vendors are implementing statistical watermarking methods, which influence natural language generation without affecting performance. This has prompted a swift reaction from the open-source community, raising compliance and vulnerability concerns. By Olimpiu Pop

Jacob Fortinsky, the CEO and cofounder of the new prediction market Novig, says his outfit isn’t like those other markets. You know the ones.

In today’s episode of Uncanny Valley, we discuss how ICE has been collecting DNA samples of people with no criminal convictions, including children, which end up in an FBI database indefinitely.

The era of set broadcast ownership limits is officially over, after the Federal Communications Commission (FCC) voted Thursday to end the national ownership cap rule. The agency's two Republicans, Chair Brendan Carr and Commissioner Olivia Trusty, voted to end the ownership cap, which restricts broadcast owners from holding stations that reach a combined more than […]

The European Union has ushered in some additional rules that aim to make it easier for people to identify chatbots and AI deepfakes online. The new transparency obligations under the bloc's landmark AI Act came into effect on August 2nd, requiring companies to disclose when people are interacting with AI models, and if content has […]

ABC filed its formal opposition to the Federal Communications Commission's effort to force it to submit to an early renewal of its broadcast station licenses, calling it an effort to chill the speech of broadcasters across the country. In a new filing with the FCC, ABC charges that the agency's willingness to pursue the early […]

Polymarket and Novig have both recently brought ex-DOGE affiliates onboard as scrutiny of the industry intensifies.

As schools across the country continue to implement cellphone bans, a new Pew Research Center survey shows they continue to gain support. Seventy-seven percent of US adults support banning cellphones in middle and high school classes, and 48 percent support banning them for the entire school day. That's the first time more Americans have supported, […]

One day after a federal judge ordered an ICE detention center opened to state health inspectors, the agency posted new contract terms that would void state oversight at four facilities.

New Yorkers who want to see their Instagram or TikTok feed curated by an algorithm, or receive notification after midnight, will soon have to verify their ages to access those features. New York Attorney General Letitia James (D) released a set of final rules on how to implement the SAFE for Kids Act, signed into […]

Big Tobacco studied nicotine analogs like 6-methyl-nicotine for decades but never marketed them. Now, Chinese vape makers are using them to sidestep US regulations.

In Pasadena, California, there's a cute red brick courtyard where one storefront isn't like the rest. The glass doors open onto a sparse industrial hallway, which leads to a sunlit foyer with a large spiral staircase. Go up, and you'll see a typical coworking space: open tables, healthy snacks, a collection of meeting rooms with […]

TikTok has attracted the ire of the European Union over its protection of children who use the video sharing platform. The European Commission announced preliminary findings today under the Digital Services Act (DSA) that offer specific issues to address. The Commission suggests that TikTok should adjust the default settings of minors' "public" accounts so the […]

The European Commission claims that Google boosted its own apps and products to the top of search rankings to the detriment of its competitors.

The company donated more than $3.6 million to conservative groups between 2020 and 2025, including $1 million to the MAGA Inc. super PAC.

The FDA could decide whether to loosen rules around peptide production this week. Some telehealth players are already seeing dollar signs.

The agency stressed that the July 17 voluntary recall from Taylor Farms still stands. The supplier has been linked to the ongoing cyclospora outbreak.

The lawsuit from the states alleges that the deal would harm movie theaters, basic cable distributors, and audiences.