professor of law & media at @nusl & @nu_camd teaching & writing on IP, trademarks, ads, entertainment law, personal brand; faculty director @nuslclic (she/her)

Joined March 2009
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coogan laws for miles pooling when
one pro tip about traveling with your baby is something called “miles pooling” which United offers. You can make a United account for your kid and then for any airfare you purchase for them, you can steal their miles.
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class action suit claims dove "sensitive hypoallergenic body wash" contains common allergens @truthinad notes that "hypoallergenic" has always been an unregulated & therefore kind of meaningless marketing term truthinadvertising.org/wp-co…

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"reasonable consumers interpret 'hypoallergenic' to mean a product is formulated to reduce the likelihood of allergic reactions, incl. by avoiding ingredients widely recognized as common causes of allergic contact dermatitis when those...serve no...necessity beyond fragrance."
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"most people would have walked away after a judge reduced a $71m jury award to $1. TI & tameka tiny harris are not most people." not sure i agree with that premise. you? ANYWAY time for a FOURTH trial in the OMG girlz case over their lookalike dolls! rollingout.com/2026/06/10/ti…
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MGA argues the musicians/influencers abandoned their rights & that the dolls don't create a likelihood of confusion i wrote about this case in "litigating personal brand: IP & the construction of self," forthcoming in @IllinoisLR so i'll be watching! papers.ssrn.com/sol3/papers.…

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"AI trained on AI-generated data gets dumber every generation until it forgets what real human data looked like."
You have noticed it. ChatGPT feels dumber than it used to. Your prompts that worked six months ago produce worse results now. The writing sounds flatter. The ideas sound safer. The internet itself feels like it is shrinking. Every article reads the same. Every email sounds the same. Every answer sounds like it was written by the same voice. You thought it was you. It is not you. Researchers at Oxford and Cambridge published a paper in Nature proving what is happening. They call it Model Collapse. Here is the mechanism in one sentence. AI trained on AI-generated data gets dumber every generation until it forgets what real human data looked like. The internet is filling with AI-generated content. Blog posts. Articles. Reviews. Comments. Social media. AI companies scrape the internet to train the next generation of models. Which means the next generation of AI is being trained on the output of the current generation. Each cycle loses information. Not randomly. It loses the rarest, most unusual, most creative parts first. The researchers call these the "tails of the distribution." The weird ideas. The unexpected perspectives. The things that made the internet feel human. Those disappear first. What remains is the average. The safe. The expected. The bland. Then the next generation trains on that. And loses more. And the next generation trains on that. And loses more. The researchers proved this is not a slow decline. Major degradation happens within just a few iterations. Even when some of the original human data is preserved. They tested it on large language models. On image generators. On statistical models. The pattern was the same every time. The output converges toward a narrow, flattened version of reality that looks nothing like the original data. The lead researcher put it plainly. "Large language models are like fire. A useful tool. But one that pollutes the environment." The pollution is invisible. You cannot see which sentence on the internet was written by a human and which was written by AI. Neither can the AI that is about to train on it. And once the tails are gone, they do not come back. The damage is irreversible. This is not a prediction anymore. It is a diagnosis. The internet you grew up on was built by humans writing things no algorithm would have written. Strange, personal, imperfect, alive. That internet is being diluted. One generation of AI at a time. And the models trained on what remains are learning a smaller and smaller version of the world. Model Collapse is not a technical problem. It is a cultural one. The thing that made the internet worth reading is the thing that disappears first.
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“room” is my biggest tell that I’m from boston (ok & “flahrida” & @KCEsq will say it’s also the year round iced coffee) instagram.com/reel/DYVTN1lxJ…
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"the court rejected fernandez-bravo’s argument that barkful’s use of vivid colors, a serif font, & illustrations of dogs made its brand inherently distinctive" yes that sounds like it describes the packaging of pretty much every brand of dog food bloomberglaw.com/bloombergla…

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headline writer hating life after being forced to string together the words "luxury manhood cream firm"
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skating report card. my teacher was being verrrry generous here bc my spins are actually terrible & my inside 3-turn is not great but I’ll take it! ⛸️ ✅
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sorry but i think i need this
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i spoke with @FastCompany about the two dan sullivans running for senate as republicans in alaska but the most important thing about this article is today i learned the word "tittle!" fastcompany.com/91555498/dan…
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attended CLICWIPs last year & loved it & can't wait to do it again? or missed it & suffered severe fomo? we're doing it again! bring your works in progress in IP, tech, &/or privacy law to @nusl sept. 18-19 for workshopping & discussion. link to submit abstracts coming v. soon!
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THIRTEEN GRAMS OF PROTEIN! and by 13 we mean 7, but if you add 6 more than voila: YOU have the power to make this deceptive advertising claim UNDECEPTIVE!
Fuck. You.
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since the boston bolide I prob follow a few dozen meteorologists 😂
me: I'm not old also me: *realizes the number of meteorologists I follow on social media is not zero*
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bfr 😒
Replying to @RobertFreundLaw
One of the lawyers said she had been using AI without verifying output for six months. She was "shocked" by the order and "took the position that she was unaware that AI could produce hallucinated cases and explained that she did not even know what a hallucinated case was." "The court finds that explanation to be insufficient and incredulous."
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boy scouts of america sued queer scout, which offers LGBTQ -focused travel experiences, for trademark infringement queer scout says plenty of other marks contain "scout" in other industries, there's no LOC, & they're being targeted based on identity scenemag.co.uk/we-wont-disap…
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hilariously, I pointed out to my kid saturday boy scouts selling something she said “oh! I didn’t know there were boy scouts. I’ve only heard of girl scouts before.”
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