New
AI field signal
Signal
20h ago
⚡ 3269 h early
10 experts across 5 network communities independently surfaced this.
10 experts
5 communities
1 sources clustered
Policy & governance
4 experts
Rules, institutions and accountability.
“Maria hails back to the last #attention2026 conference in which Megan Garcia spoke about her lawsuit against Character.ai, which led her son to suicide. Ressa notes that Character.ai just went bankrupt. There are real ways to hold these systems accountable …”
Building & implementation
1 expert
How teams are shipping and applying it.
“character.ai did build their own LLM”
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“Character.ai was gutted in 2024 for $2.5 billion so Google could rehire one of the original authors of the Attention Is All You Need paper, but it hung in there for two years under Google’s “licensing” deal. This is the first of many I’m afraid. This is all…”
2 experts discussed this · 12 posts
thebes: am sick so spent the night with opus 5.5 working on a chart (inspired by the one from lem's golem xiv) how did we got here / model genealogy / the heroic age of language modeling
Grace: am sick so spent the night with opus 5.5 working on a chart (inspired by the one from lem's golem xiv) how did we got here / model genealogy / the heroic age of language modeling
thebes: i think it's too late for the period i was focused on (i carried the branches to the modern day but only if they started in the period in question)
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OpenAI angers mathematicians again
11 experts across 5 network communities independently surfaced this.
11 experts
5 communities
1 sources clustered
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“Link: github.com/openai/math P.S.1: This reminds me of the Chinese room argument, though only indirectly. P.S.2: I imagine a few people at OpenAI have looked at the results. Also maybe some other people have looked at some papers since ~1h ago. These are o(…”
Questions & unknowns
1 expert
What remains unresolved or contested.
“OpenAI is working on at least 722 (so far) math manuscripts, all on GitHub in various stages of verificantion github.com/openai/math Why? I guess because they can?”
Context & explanation
1 expert
Background, chronology and why it matters.
“Oh my god, OpenAI just made the single largest advancement in mathematics and number theory in modern history. They released a quasi reimann hypothesis. This is just one of 722 proofs and advancements they released all at once. github.com/openai/math”
3 experts discussed this · 27 posts
Dashiell: I don't think there's a world where mathematicians aren't pissed about this. 1. Dumping everything is what the advisory group said 2. Just yesterday people were mad that Ant paid two experts to dig…
Naomi Saphra: I think (2) is actually good. It is weird, and makes mathematicians into some kind of benchmark evaluation annotator which they don’t like, but it’s just a hard time to be a mathematician. Destroyi…
Naomi Saphra: One big consequence here is you can’t use the duration of an open problem as a sign of difficulty/importance. But at least right now, there’s no way to develop interesting open problems through RLV…
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neural networks already clean essay
11 experts across 6 network communities independently surfaced this.
11 experts
6 communities
1 sources clustered
Research & technical analysis
2 experts
Evidence, methods and technical implications.
“Quite a claim in this new work from Goodfire. Among many points, they argue that some of the main examples of superposition and polysemanticity in large models were misunderstood. This definitely deserves some deep, rigorous peer review. already-clean.goodf…”
4 experts discussed this · 14 posts
Ryan Moulton: Haven't read this yet, but I'm posting it because it seems important and I want to. already-clean.goodfire.com
Ryan Moulton: Claim, as they say.
Ryan Moulton: @norvid-studies.bsky.social some sparkling fresh juicy claims for you.
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Established
AI field signal
Resource
12d ago
⚡ 87 h early
arxiv preprint archive resource
8 experts across 3 network communities independently surfaced this.
8 experts
3 communities
1 sources clustered
Research & technical analysis
5 experts
Evidence, methods and technical implications.
“arxiv.org, doi.org, biorxiv.org, medrxiv.org, pubmed.ncbi.nlm.nih.gov, nature.com, science.org, pnas.org, semanticscholar.org, openreview.net”
Questions & unknowns
1 expert
What remains unresolved or contested.
“Just me or does @ChatGPT search the most random websites no matter the query? If I ask for the best bagel, it will “Searching ” + {https://t.co/vEQ6I1WmCF, https://t.co/5JR1Db9NqB, …}”
4 experts discussed this · 6 posts
Ted Underwood: I just eliminated 22 tabs by doing this: osascript -e 'tell application "Google Chrome" to get URL of every tab of front window' | tr ',' '\n' | grep arxiv.org list of urls -> LLM -> annotated read…
Ted Underwood: did I come up with that idea by myself? no I did not
Karandeep Singh: Any suggestions for the other 478 tabs?
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Anthropic essay LLMs enable formal verification
3 experts across 2 network communities independently surfaced this.
3 experts
2 communities
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“It begins. www.anthropic.com/research/for...”
LLM story diversity diagnosis paper
5 experts across 3 network communities independently surfaced this.
5 experts
3 communities
1 sources clustered
Research & technical analysis
5 experts
Evidence, methods and technical implications.
“In the "Limitations" section they acknowledge that their study was monolingual, but say a multilingual generalization would be interesting. arxiv.org/abs/2605.26492”
2 experts discussed this · 2 posts
Ted Underwood: was reading this and enjoying it — and then enjoyed it more when it turned out to be a paper by Sil Hamilton and @dmimno.bsky.social
David Mimno: was reading this and enjoying it — and then enjoyed it more when it turned out to be a paper by Sil Hamilton and @dmimno.bsky.social
David Mimno: The preprint is arxiv.org/abs/2605.26492, and @srhm.ca is working on a post!
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AI-generated language comprehension difficulty paper
4 experts are actively discussing the implications.
2 experts
2 communities
1 sources clustered
“Curious to dig into the analysis here arxiv.org/abs/2610.29162”
4 experts discussed this · 4 posts
Shubhendu Trivedi: Curious to dig into the analysis here arxiv.org/abs/2610.29162
Ted Underwood: Curious to dig into the analysis here arxiv.org/abs/2610.29162
Ted Underwood: Intuitively the qualities they list match my assessment, and the rationale passes a sniff test
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LLMs reward expertise essay
6 experts across 4 network communities independently surfaced this.
6 experts
4 communities
1 sources clustered
““The most important skill in prompting is expertise in the domain you’re prompting for.” www.seangoedecke.com/llms-reward-...”
“The most important skill in prompting is expertise in the domain you’re prompting for is well understood in many corners. It is why hiring across the software industry now favors super ICs and experienced seniors over entry level hires. AI makes you more pr…”
next-concept modeling text generation paper
3 experts across 3 network communities independently surfaced this.
3 experts
3 communities
1 sources clustered
“This week, I bumped into Hermann at Stanford, a PhD student from Cameroon 🇨🇲, sharing his brillant paper here! Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation arxiv.org/abs/2610.14162”
“Stanford researchers introduce Next-Concept Modeling (NCM), a framework that revolutionizes text generation by achieving up to 31× faster performance than leading diffusion models while enhancing quality across tasks. https://arxiv.org/abs/2610.14162”
AGMAI September 29 general content
5 experts across 4 network communities independently surfaced this.
5 experts
4 communities
1 sources clustered
“It's possible I'm wrong, and they didn't actually closely follow the advice given by that board (AGMAI). Depends on how well we think they did on part 2B here.”
“I think the recommendations are the only thing that has been published agmai.org/general-sep29/”
4 experts discussed this · 47 posts
SE Gyges: i would like everyone complaining to state what they would have preferred to have happened here.
SE Gyges: why? and, like, i guess they could but i assume they tried basically all of them
SE Gyges: i'mma keep it real with you i don't remember who i was quote posting and did not intend it as a dunk on them, i am simply displeased with the discourse overall
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cyber risk AI discourse critique essay
4 experts across 3 network communities independently surfaced this.
4 experts
3 communities
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“In case you missed my hot take yesterday. www.interconnects.ai/p/the-cyber-...”
“The Cyber Risk Discourse is Broken www.interconnects.ai/p/the-cyber-ri… #AI #cybersecurity”
3 experts discussed this · 3 posts
Nathan Lambert: In case you missed my hot take yesterday. www.interconnects.ai/p/the-cyber-...
Ted Underwood: In case you missed my hot take yesterday. www.interconnects.ai/p/the-cyber-...
Alex Hern: From stage to screen
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New
AI field signal
Development
23h ago
AI aids historical figure memory research
3 experts across 2 network communities independently surfaced this.
3 experts
2 communities
1 sources clustered
“Article about HAVI-funded project led by Ben Lee, Melanie Walsh (U of Washington), Kyle Deeds (Boston U), Trevor Owens (American Institute of Physics) to investigate how historical figures like James Baldwin are represented by AI & search. @schmidtsciences.…”
Established
AI field signal
Signal
14d ago
⚡ 79 h early
3 experts across 2 network communities independently surfaced this.
3 experts
2 communities
1 sources clustered
“I'll be at Berkeley today, giving a talk at noon for the Cultural Analytics Series in the the School of Information! I'll be speaking about storytelling, AI, pretraining data, and user-chatbot behavior.”
Established
AI field signal
Signal
4d ago
⚡ 13 h early
2 directory members surfaced this signal.
2 experts
2 communities
1 sources clustered
“LayerFS: a Git-like environment for agents it’s extremely fast, because it uses Linux’ layered filesystems to avoid any file copies for files that don’t change github.com/Ephemeral-AI...”
social reasoning provenance LLMs paper
3 experts across 2 network communities independently surfaced this.
3 experts
2 communities
1 sources clustered
“We find that social reasoning such as theory of mind, moral judgment, and social bias is learned from a wide range of data, including literature and customer support. STEM skills (and even social facts) come from a more limited part of the data such as docu…”
“Glenn Matlin, Chandreyi Chakraborty, Saehee Eom, Mika Okamoto, Rayan Castilla, Louis Jaburi, Alvin Deng, Taywon Min, Lucia Quirke, Stella Biderman, Mark Riedl Where Does Social Reasoning Come From? Capability Provenance in Language Models https://arxiv.org/…”
AI impact on creative class essay
4 experts across 2 network communities independently surfaced this.
4 experts
2 communities
1 sources clustered
“Have seen a bunch of people marvel at How Much Concert Tickets Cost These Days but per @JosephPolitano it seems to be largely the mirror image of how much cheaper it’s become to listen to recorded music. https://t.co/rtZwZO5alY https://t.co/6EdBB0PwS2”
“It's just a parade of bad news for jobs in the media and entertainment industries nowadays, and I don't know if anything is going to stem the bleeding anytime soon www.apricitas.io/p/ai-and-the...”
2 experts discussed this · 11 posts
Joey Politano🏳️🌈: Thanks for making it to the end of the thread! If you want to read more, here’s the full article where I give more detailed data on AI & arts job loss While you’re there, consider subscribing to my…
Joey Politano🏳️🌈: Overall, media has always been a small share of the economy—the effect of AI art will be primarily cultural & social rather than economic Still, current arts displacement is a microcosm of disrupti…
Joey Politano🏳️🌈: Still, it's extremely difficult to predict how tech will interact with arts businesses Take US novel sales, which had been declining for decades up to 2020. Would anyone have anticipated that short…
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pretraining LMs on historical text paper
3 experts across 2 network communities independently surfaced this.
3 experts
2 communities
1 sources clustered
“For fans of Talkie-1930 and all the methodological questions raised by historical models, here's a new entrant into the field, TypewriterLM, trained up to 1913. Corpus, instruction-tuning datasets, and event dataset are released. arxiv.org/abs/2606.02991”
“A study presents "TYPEWRITERLM," a 7.24B language model pre-trained on texts before 1913. It achieves strong language understanding without biases. The "HISTORY-EVENT" benchmark tests historical accuracy and model performance, aiding future research. https:…”
7 experts discussed this · 38 posts
Ted Underwood: For fans of Talkie-1930 and all the methodological questions raised by historical models, here's a new entrant into the field, TypewriterLM, trained up to 1913. Corpus, instruction-tuning datasets,…
Ted Underwood: Also the model itself. Inter alia, I am glad that I decided to work on a benchmark rather than a model.
Ted Underwood: Not as far as I know, and I haven't set it up locally yet, though that would be easy at this size.
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Aleph Alpha Kolibri-1 release
3 experts across 2 network communities independently surfaced this.
3 experts
2 communities
1 sources clustered
“Aleph Alpha, soon to be part of Cohere, released open-weight of Kolibri. 78B parameters. 3.46B active. Up to 1M tokens of context. Built in Europe. Model: huggingface.co/Aleph-Alpha/... Tech Report: aleph-alpha.com/downloads/te...”
