ty ty

hi im new here. can you point me to any slop on bluesky? i'm trying to test something

Per @max_spero_ over 50% of Medium was AI-written as of a year and a half ago. Reddit is now up to 10% AI-generated content, up from 7% last year

If you do this, or your company does this, the rest of society should treat you like someone who walked into Notre Dame and pooped on the altar.

I was a little incredulous but Pangram agreed with her. Today in retrospect I think a lot more people can tell. But I was amazed at the time. She clearly had a highly attuned internal AI sensor from all of her time talking with "Chat."

She complained how she missed 4o but she was getting used 5, even if it was more difficult to talk to. And how she would recognize that voice anywhere.

Last year I met a writer who casually referenced "the AI-generated piece in the New York Times last week." I hadn't heard of it so asked for more info. She told me that she started reading it and immediately recognized the AI voice. "Of course that's chat. My bestie."

You have got to be kidding me

No problem!

ESPERANTO: Evaluating Synthesized Phrases to Enhance Robustness in AI Detection for Text Origination While large language models (LLMs) exhibit significant utility across various domains, they simultaneously are susceptible to exploitation for unethical purposes, including academic misconduct and dis...

Ah that's fair. I think the authors consider the topic of adversarial robustness to be out of scope: there are other papers that measure this better

- arxiv.org/abs/2409.14285
- arxiv.org/html/2501.03... (ours)

EditLens: Quantifying the Extent of AI Editing in Text A significant proportion of queries to large language models ask them to edit user-provided text, rather than generate new text from scratch. While previous work focuses on detecting fully AI-generate...

Oh nooo unfortunately the AI answer is confidently wrong. We don't use any perplexity or burstiness metrics. It's a specialized ML algorithm trained to detect AI/Human/AI-assisted with a setup that measures the magnitude of AI edits
arxiv.org/abs/2510.03154

I'm glad you cited this study, curious how you think it's flawed?

Founder of Pangram here to comment on a couple of points
- human writing flagged as ai? That's a big problem: we benchmark at 1 in 10,000 false positive rate and stand by it. Was this real world writing?
- we are 12 people. 2 sales, 1 marketing, and the rest of the team is technical

Pangram is releasing a new model today!

Pangram 3.2 is a significant improvement over 3.1 in several aspects
- Improved performance on 'humanized' text
- Improved performance on adversarial prompts
- Minimum word reduced from 75 to 50
- Overall improvement on Claude 4.6 recall

Wow this is so cool

Would 100% be possible to do a labeler based on reports. Probably too pricey for all content.

Bsky bot is still on my side project to-do list

ai dot com purchased for $70m.
METR evals going exponential.

former crypto grifters signalling we're in a bubble

big labs signalling recursive self improvement

I wonder, if the bubble pops, will it even matter?

I'm not seeing the self evident part of your argument

Me too. I really hope it's the former

I get why Google and meta don't always have the data to do this, but it's inexcusable when Amazon shows me ads for things that I just bought

I was going to write a whole effortpost about model evaluations but instead here, just take this chart

But overall, I believe that an open Internet and free technologies like ChatGPT will bring so good into the world, and ads are the only way to make tech like this universally free.

Yes, there are lazy and bad ways to do ads. One of the worst things companies can do is to show ads to already-paying customers. This happens most often when consumers have no alternative to a monopoly.

Digital ads have better targeting and attribution. Well-targeted ads cost more, meaning that more marketing dollars are exhausted on fewer ad impressions. A world where you see half as many ads because they are twice as relevant is a world in which everybody is happier.

Ads enable a powerful technology to become a global utility. They are the great equalizer: even the poorest user can pay for the service with their attention.

Digital ads are one of the greatest positive-sum technologies of the 21st century.

Google Search has 4 billion users, and they make on average $40 per user per year. This type of business model couldn't exist without ads; Google cannot find 4 billion people who would pay $40 for ad-free search.

Allow me to introduce cases where human intelligence is not fixed

Hurts my heart... Poor llm

Lmao

From the LocalLLaMA community on Reddit Explore this post and more from the LocalLLaMA community

www.reddit.com/r/LocalLLaMA...

Pretty cool project on /r/localllama - they take human written text and sloppify it 10x with 4o-mini, then train the model to de-slop by reversing the transformation