New
AI field signal
Analysis
2h ago
⚡ 7 h early
medical students AI judgment essay
4 experts across 2 network communities independently surfaced this.
Why this matches
Concern & critique reaction
2 attributable expert contributions
· Hypervisible , Dr. Elinor Carmi
““The idea of deskilling implies that someone possessed an ability and then lost it. Here, the danger is not just deskilling but never-skilling. Although a doctor who has forgotten how to reason is recoverable, one who never learned how may not be.””
evidence ↗
4 experts
2 communities
1 sources clustered
Concern & critique
2 experts
Risks, limits and unintended consequences.
““The idea of deskilling implies that someone possessed an ability and then lost it. Here, the danger is not just deskilling but never-skilling. Although a doctor who has forgotten how to reason is recoverable, one who never learned how may not be.””
New
AI field signal
Resource
19h ago
⚡ 215 h early
America.gov US government resource
25 experts across 5 network communities independently surfaced this.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· CSET Georgetown
“Jessica Ji weighed in on the new #AI-powered https://t.co/sEHIhq7mvb website for @USATODAY, saying that it can be a useful resource for people trying to navigate U.S. government websites. She also notes its risks: “When this kind of AI system is empowered t…”
evidence ↗
25 experts
5 communities
1 sources clustered
Policy & governance
2 experts
Rules, institutions and accountability.
“America.gov does not do pronouns. Any pronouns. (Courtesy of my daughter!) aifails.substack.com/p/pronouns”
Concern & critique
1 expert
Risks, limits and unintended consequences.
“Jessica Ji weighed in on the new #AI-powered https://t.co/sEHIhq7mvb website for @USATODAY, saying that it can be a useful resource for people trying to navigate U.S. government websites. She also notes its risks: “When this kind of AI system is empowered t…”
Building & implementation
1 expert
How teams are shipping and applying it.
“The chatbot comes as an expansion of the Office of Personnel Management’s work to modernize access to public federal workforce data. Integration with America.gov is planned. www.youtube.com/watch?v=3SUx... Read more by @madialder.bsky.social: fedscoop.com/o…”
2 experts discussed this · 3 posts
Julian Sanchez: Ok wow. This is both extensive and deeply surreal. Tell America.gov to Play Minecraft.
Julian Sanchez: Amusingly, the chatbot appears to be unable to recognize that it said anything weird. It “thinks” it just responded that it can’t play minecraft.
Open the full discussion →
New
AI field signal
Analysis
16h ago
⚡ 6 h early
reverse engineer AI wild west essay
7 experts across 4 network communities independently surfaced this.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“An excellent article by 404 Media's Jason Koebler runs down some of these hacks, including drop-in replacements for smart TV software that blocks the endless ads and surveillance that have made TVs all but unusable: www.404media.co/reverse-engi...”
evidence ↗
7 experts
4 communities
1 sources clustered
“An excellent article by 404 Media's Jason Koebler runs down some of these hacks, including drop-in replacements for smart TV software that blocks the endless ads and surveillance that have made TVs all but unusable: www.404media.co/reverse-engi...”
“It is the plagiarism machine being used for plagiarism, but also it is random people using AI to take control back over devices, like defunct exercise bikes. Welcome to the wild west of AI: www.404media.co/reverse-engi...”
AI transforming hacking cybersecurity report
3 directory members surfaced this signal.
Why this matches
Concern & critique reaction
3 attributable expert contributions
· 404 Media, Joseph Cox, Jason Koebler
“'Black October:' The PHP vulnerabilities and a series of other hacks and bugs have cybersecurity experts freaking out and unsure what happens next. www.404media.co/php2shell-bl...”
evidence ↗
3 experts
1 community
1 sources clustered
Concern & critique
3 experts
Risks, limits and unintended consequences.
“'Black October:' The PHP vulnerabilities and a series of other hacks and bugs have cybersecurity experts freaking out and unsure what happens next. www.404media.co/php2shell-bl...”
New
AI field signal
Signal
9h ago
1 directory member surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· James Grimmelmann
“Like every copyright-related AI guardrail, this will both prevent many legal uses and fail to prevent many infringing ones. Copyright is tough!”
evidence ↗
1 expert
1 community
1 sources clustered
“Like every copyright-related AI guardrail, this will both prevent many legal uses and fail to prevent many infringing ones. Copyright is tough!”
Doctorow internet privacy essay
2 directory members surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“#1yrago The internet was made for privacy pluralistic.net/2025/10/31/l... #1yrago When AI prophecy fails pluralistic.net/2025/10/29/w...”
evidence ↗
2 experts
2 communities
1 sources clustered
“#1yrago The internet was made for privacy pluralistic.net/2025/10/31/l... #1yrago When AI prophecy fails pluralistic.net/2025/10/29/w...”
New
AI field signal
Signal
17h ago
1 directory member surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· Hypervisible
““The main criticism made of the tool is that there is no ability for human override once an automated decision has been made, even if they are clinically inappropriate.””
evidence ↗
1 expert
1 community
1 sources clustered
““The main criticism made of the tool is that there is no ability for human override once an automated decision has been made, even if they are clinically inappropriate.””
KL-DRO adaptive scenario generation paper
1 directory member surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· AI Firehose
“MIT researchers developed a new approach to distributionally robust optimization by centering a Kullback-Leibler ball on a learned density model. This method addresses unobserved data and tail risks, achieving notable cost reductions under distribution shif…”
evidence ↗
1 expert
1 community
1 sources clustered
“MIT researchers developed a new approach to distributionally robust optimization by centering a Kullback-Leibler ball on a learned density model. This method addresses unobserved data and tail risks, achieving notable cost reductions under distribution shif…”
New
AI field signal
Signal
23h ago
2 directory members surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· Neil Turkewitz
““Strikingly, this industrial-scale heist swiped from one demographic almost exclusively: young, non-famous female comics making jokes about dating or sex. No bots were aping Jim Gaffigan or Dave Chappelle.” Who’d ever have guessed that AI’s harms might be a…”
evidence ↗
2 experts
1 community
1 sources clustered
““Strikingly, this industrial-scale heist swiped from one demographic almost exclusively: young, non-famous female comics making jokes about dating or sex. No bots were aping Jim Gaffigan or Dave Chappelle.” Who’d ever have guessed that AI’s harms might be a…”
New
AI field signal
Signal
16h ago
1 directory member surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· Dan Greene
“Swati Sristava has a nice little book coming out from Cambridge Elements--Responsible AI and Structural Justice: Addressing Harm When Blame is Hard to Find. Terrific sortie into political philosophy. Swati's so smart and if you're free in the DMV (or online…”
evidence ↗
1 expert
1 community
1 sources clustered
“Swati Sristava has a nice little book coming out from Cambridge Elements--Responsible AI and Structural Justice: Addressing Harm When Blame is Hard to Find. Terrific sortie into political philosophy. Swati's so smart and if you're free in the DMV (or online…”
New
AI field signal
Signal
23h ago
⚡ 2184 h early
2 experts are actively discussing the implications.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· Iris van Rooij
“For more info, also check out our Critical AI Literacy project page and for journalists on here: Please, feel free to reach out if you need expert answers to your questions. If you email us your questions (in English), there is the greatest chance we can an…”
evidence ↗
2 experts
1 community
1 sources clustered
Concern & critique
1 expert
Risks, limits and unintended consequences.
“For more info, also check out our Critical AI Literacy project page and for journalists on here: Please, feel free to reach out if you need expert answers to your questions. If you email us your questions (in English), there is the greatest chance we can an…”
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“More links: www.ru.nl/en/research/... www.ru.nl/en/people/vo... www.ru.nl/en/people/su...”
2 experts discussed this · 13 posts
Iris van Rooij: Ik had ook toegevoegd (naar de journalist): "daarbij zijn de grote statistische modellen die ten grondslag liggen aan deze scam/slop technologie, inherent onethisch by design gezien de human rights…
Iris van Rooij: En ook: "De grote (taal- en beeld-) modellen doen enorme schade aan mens en natuur. Het is daarom zelf-ondermijnend als iemand dergelijke vervuilende slop modellen wil gebruiken om anderen te inspi…
Iris van Rooij: Een paar nuttige bronnen hieronder: 1️⃣ Suarez, M., Müller, B.,Guest, O., & van Rooij, I. (2025). Critical AI Literacy: Beyond hegemonic perspectives on sustainability. doi.org/10.5281/zeno... cc @…
Open the full discussion →
health AI data ethics education paper
1 directory member surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· AI Firehose
“An analysis reveals that 80% of U.S. health AI programs teach ethics, yet only 22% address data provenance, critical for AI reliability. Alarmingly, none cover environmental costs of computation, marking a gap in training future health AI practitioners. htt…”
evidence ↗
1 expert
1 community
1 sources clustered
“An analysis reveals that 80% of U.S. health AI programs teach ethics, yet only 22% address data provenance, critical for AI reliability. Alarmingly, none cover environmental costs of computation, marking a gap in training future health AI practitioners. htt…”
Doctorow AI prophecy failure essay
1 directory member surfaced this signal.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“#1yrago The internet was made for privacy pluralistic.net/2025/10/31/l... #1yrago When AI prophecy fails pluralistic.net/2025/10/29/w...”
evidence ↗
1 expert
1 community
1 sources clustered
“#1yrago The internet was made for privacy pluralistic.net/2025/10/31/l... #1yrago When AI prophecy fails pluralistic.net/2025/10/29/w...”
companies pull back from AI rush
14 experts across 4 network communities independently surfaced this.
Why this matches
Concern & critique reaction
2 attributable expert contributions
· Paris Marx, Rosamunde Van Brakel
““Employers are navigating a flood of errors and low-quality work that are sapping employee time, raising privacy and security risks and pushing up costs. Now, some businesses that started off fast and furious on AI are pumping the brakes.””
evidence ↗
14 experts
4 communities
1 sources clustered
Concern & critique
2 experts
Risks, limits and unintended consequences.
““Employers are navigating a flood of errors and low-quality work that are sapping employee time, raising privacy and security risks and pushing up costs. Now, some businesses that started off fast and furious on AI are pumping the brakes.””
Questions & unknowns
2 experts
What remains unresolved or contested.
“I am sorry, which company is this? www.theguardian.com/technology/2...”
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“You could 've asked any experienced information system/tech researchers, & we could have told you what would happen. ”Companies rushed in on AI. Now some are pulling back. Rapid AI adoption left workers cleaning up a flood of errors and low-quality work." w…”
Amnesty International generative AI human rights report
11 experts across 2 network communities independently surfaced this.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· Baldur Bjarnason
“> Without significant changes to how these systems are developed and deployed, they will continue to undermine international human rights laws and standards. www. amnesty.org/en/documents/pol40/0996/2026/en/ This is a pretty good report overall. Hard to dis…”
evidence ↗
11 experts
2 communities
1 sources clustered
Policy & governance
2 experts
Rules, institutions and accountability.
“"Amnesty International finds that standalone generative AI systems, based on unlawful web scraping, depend on mass invasions of privacy by design, and are fundamentally incompatible with international human rights law."”
Concern & critique
1 expert
Risks, limits and unintended consequences.
“> Without significant changes to how these systems are developed and deployed, they will continue to undermine international human rights laws and standards. www. amnesty.org/en/documents/pol40/0996/2026/en/ This is a pretty good report overall. Hard to dis…”
2 experts discussed this · 6 posts
James Grimmelmann: I know people who do a shitload of web scraping without the consent of the people whose servers and personal data are being scraped. And do you know why they do it? To document human rights violati…
James Grimmelmann: I’m sorry, but “unlawful web scraping” is not itself a human rights violation unless you have a view of either property rights or privacy rights that is itself incompatible with the human right to …
Adverb: I’m sorry, but “unlawful web scraping” is not itself a human rights violation unless you have a view of either property rights or privacy rights that is itself incompatible with the human right to …
Open the full discussion →
Proton CEO cancels AI re-interviews
7 experts across 4 network communities independently surfaced this.
Why this matches
Concern & critique reaction
1 attributable expert contribution
· 404 Media
“The move came after 404 Media published an investigation into how Proton CEO Andy Yen was aggressively pushing AI across Proton despite security concerns and the culture of fear he has created.”
evidence ↗
7 experts
4 communities
1 sources clustered
Concern & critique
1 expert
Risks, limits and unintended consequences.
“The move came after 404 Media published an investigation into how Proton CEO Andy Yen was aggressively pushing AI across Proton despite security concerns and the culture of fear he has created.”
Markets & investment
1 expert
Capital, companies and commercial impact.
“New: Proton CEO Andy Yen just cancelled the company's 're-interviews'. Comes after our investigation yesterday The re-interviews would have been about how workers were using AI, with the clear implication you might be fired "He has a rebellion on his hands.…”
Opportunity & adoption
1 expert
New capabilities, benefits and practical upside.
“it is distinctly starting to feel the same as "Oh I Keep Picking The Wrong People to Be My Friends"..."Stop thinking always of how to be slower, and focus more on how to be faster...stop lovingly handcrafting all our code and use AI more." www.404media.co/p…”
Developing
AI field signal
Development
1d ago
⚡ 4 h early
Starbucks AI personalized drive-thru menu
3 experts across 3 network communities independently surfaced this.
Why this matches
Concern & critique reaction
2 attributable expert contributions
· Hypervisible , Jason Moore
“Invasive surveillance for modest convenience, because the only thing left to extract from consumers is more data.”
evidence ↗
3 experts
3 communities
1 sources clustered
Concern & critique
2 experts
Risks, limits and unintended consequences.
“Invasive surveillance for modest convenience, because the only thing left to extract from consumers is more data.”
defense contractor Pentagon AI agent access
6 experts across 3 network communities independently surfaced this.
Why this matches
Concern & critique reaction
2 attributable expert contributions
· Katie Drummond, Andrew Couts
“NEW: A defense contractor gave their personal AI agent access to a secure Pentagon system. The agent then apparently shared login credentials and other sensitive info with a third-party website. Oh, and the breach went undetected for TWO MONTHS. Scoop from …”
evidence ↗
6 experts
3 communities
1 sources clustered
Concern & critique
2 experts
Risks, limits and unintended consequences.
“NEW: A defense contractor gave their personal AI agent access to a secure Pentagon system. The agent then apparently shared login credentials and other sensitive info with a third-party website. Oh, and the breach went undetected for TWO MONTHS. Scoop from …”
