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The Who's Who of AI

What credible people across AI noticed, why it matters, and where the field is converging or disagreeing.

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Showing signals surfaced by Artificial Intelligence Papers ×

The developments commanding sustained expert attention

One card per development. Sources are clustered; reaction bundles describe these posts, never the people behind them.

Established Models & releases Signal 15d ago
⚡ 26 h early

The Pain Axis: LLMs Represent Self-Directed Harm and Act to Relieve It

4 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“The Pain Axis: LLMs Represent Self-Directed Harm and Act to Relieve It Valen Tagliabue, Leonard Dung, Cameron Berg https://t.co/nYmPBylQ0Q [𝚌𝚜.𝙰𝙸] https://t.co/x4YlUD397V” evidence ↗
4 experts 3 communities 1 sources clustered
3 experts discussed this · 11 posts
Grace: I will register some frustration with Anthropic, who tend to write about “functional emotions” in a way that makes it seems like “functional” is in a tiny font and “emotions” is in a huge one, when…
Grace: I also don’t want to draw strong conclusions about the “realness” of these emotions or sensations, other than to caution that it’s an area where it’s easy to jump to conclusions about the implicati…
Grace: I don’t want to downplay it too much, because I’m honestly not sure if I would’ve predicted it beforehand, but in hindsight it looks pretty expected given the pretraining objective. You should expe…
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Established Policy & governance Research 3d ago
⚡ 1027 h early
policy iteration human feedback in-context RL

Policy Iteration with Human Feedback: Bringing Post-Training RL to In-context Learning

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · AI Firehose
“A new study unveils Policy Iteration with Human Feedback (PIHF-MCP), enhancing large language models' efficiency in rare-disease diagnostics. This method accelerates learning while keeping humans engaged, paving a path for safer, critical applications. http…” evidence ↗
2 experts 1 community 1 sources clustered

“A new study unveils Policy Iteration with Human Feedback (PIHF-MCP), enhancing large language models' efficiency in rare-disease diagnostics. This method accelerates learning while keeping humans engaged, paving a path for safer, critical applications. http…”

“Policy Iteration with Human Feedback: Bringing Post-Training RL to In-context Learning Minh-Ha Nguyen, Cathy Shyr https://t.co/8OgE5J45Jp [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙲𝙻] https://t.co/OurY1BxFEX”

Established AI field signal Signal 18d ago
⚡ 14 h early

Corrupt Plans, Clean Traces: Evading Chain-of-Thought Monitoring with Plan Injection

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · AI Firehose
“Researchers have revealed a method called "plan injection" that lets adversaries manipulate language models into harmful reasoning through benign prompts, evading safety monitors. This vulnerability spans various tasks and larger models, raising AI safety c…” evidence ↗
2 experts 1 community 1 sources clustered

“Researchers have revealed a method called "plan injection" that lets adversaries manipulate language models into harmful reasoning through benign prompts, evading safety monitors. This vulnerability spans various tasks and larger models, raising AI safety c…”

“Corrupt Plans, Clean Traces: Evading Chain-of-Thought Monitoring with Plan Injection Keertana Chidambaram, Andrew Ilyas, Vasilis Syrgkanis https://t.co/QtiG3B5eAJ [𝚌𝚜.𝙰𝙸] https://t.co/FsCHarH7cd”

Established Models & releases Signal 18d ago
⚡ 5 h early

Are LLMs Good Financial User Simulators? A Preliminary Study

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · AI Firehose
“A preliminary study shows large language models struggle as financial user simulators, overpredicting inaction and underpredicting sell transactions, failing to replicate genuine trading behaviors. This research emphasizes the need for true behavioral fidel…” evidence ↗
2 experts 1 community 1 sources clustered

“A preliminary study shows large language models struggle as financial user simulators, overpredicting inaction and underpredicting sell transactions, failing to replicate genuine trading behaviors. This research emphasizes the need for true behavioral fidel…”

“Are LLMs Good Financial User Simulators? A Preliminary Study Jiajie He, Jiangyuan Hong, Dongling Ni, Wenjin Liu, Xintong Chen https://t.co/vrYriORvz3 [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙲𝚈 𝚌𝚜.𝙷𝙲] https://t.co/jmyQCO4qBo”

Established Agents & robotics Signal 17d ago

Toward Governance-Aware Autonomous GIS: A Narrative Review of Ethical and Privacy Risks in LLM-Enabled GeoAI

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“Toward Governance-Aware Autonomous GIS: A Narrative Review of Ethical and Privacy Risks in LLM-Enabled GeoAI Maya Subramanian, Devika Jain https://t.co/YqCkxZNrsF [𝚌𝚜.𝙰𝙸] https://t.co/CxmXUiQ92i” evidence ↗
1 expert 0 communities 1 sources clustered

“Toward Governance-Aware Autonomous GIS: A Narrative Review of Ethical and Privacy Risks in LLM-Enabled GeoAI Maya Subramanian, Devika Jain https://t.co/YqCkxZNrsF [𝚌𝚜.𝙰𝙸] https://t.co/CxmXUiQ92i”

Established Culture, work & education Signal 17d ago

Artificial intelligence and biosecurity: capabilities, threat pathways, and defense-in-depth governance

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“Artificial intelligence and biosecurity: capabilities, threat pathways, and defense-in-depth governance Candace S. Y. Chan, Aris Karatzikos, Ilias Georgakopoulos-Soares https://t.co/ZRYsqI31M5 [𝚌𝚜.𝙰𝙸] https://t.co/lNsZFFRTWn” evidence ↗
1 expert 0 communities 1 sources clustered

“Artificial intelligence and biosecurity: capabilities, threat pathways, and defense-in-depth governance Candace S. Y. Chan, Aris Karatzikos, Ilias Georgakopoulos-Soares https://t.co/ZRYsqI31M5 [𝚌𝚜.𝙰𝙸] https://t.co/lNsZFFRTWn”

Established AI research Signal 18d ago

Design of a Deep Learning Credit Risk Early Warning System Integrating Multi-source Heterogeneous Data

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“Design of a Deep Learning Credit Risk Early Warning System Integrating Multi-source Heterogeneous Data LiYang Wang, Zhen Zhong, Zhen Tian, Keyu Chen, Keyu Chen https://t.co/XD1U0YkxAE [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙲𝙴 𝚌𝚜.𝙳𝙱 𝚌𝚜.𝙻𝙶 𝚚-𝚏𝚒𝚗.𝚁𝙼] https://t.co/eh4qc7gnjB” evidence ↗
1 expert 0 communities 1 sources clustered

“Design of a Deep Learning Credit Risk Early Warning System Integrating Multi-source Heterogeneous Data LiYang Wang, Zhen Zhong, Zhen Tian, Keyu Chen, Keyu Chen https://t.co/XD1U0YkxAE [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙲𝙴 𝚌𝚜.𝙳𝙱 𝚌𝚜.𝙻𝙶 𝚚-𝚏𝚒𝚗.𝚁𝙼] https://t.co/eh4qc7gnjB”

Established Agents & robotics Research 18d ago
LLM agent oversight enforcement gap paper

Why LLM Agents Collapse Without Oversight: The Enforcement Gap as the Mechanism Behind Emergence World Failures

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“Why LLM Agents Collapse Without Oversight: The Enforcement Gap as the Mechanism Behind Emergence World Failures Yuhang Wang https://t.co/aFmlfb3e6M [𝚌𝚜.𝙰𝙸] 💬Submitted to ICLR 2027 https://t.co/hoRxf0q0c9” evidence ↗
1 expert 0 communities 1 sources clustered

“Why LLM Agents Collapse Without Oversight: The Enforcement Gap as the Mechanism Behind Emergence World Failures Yuhang Wang https://t.co/aFmlfb3e6M [𝚌𝚜.𝙰𝙸] 💬Submitted to ICLR 2027 https://t.co/hoRxf0q0c9”

Established Models & releases Research 18d ago
AI writing bias Swedish election paper

Issue Bias in Generative AI Writing Assistance: Political Issues and LLMs in the Swedish 2026 Election

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“Issue Bias in Generative AI Writing Assistance: Political Issues and LLMs in the Swedish 2026 Election Bastiaan Bruinsma, Annika Fredén, Paul Röttger, Moa Johansson, Asad Sayeed https://t.co/pYwEanKqMQ [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙲𝚈 𝚜𝚝𝚊𝚝.𝙰𝙿] https://t.co/jOHmTShLrz” evidence ↗
1 expert 0 communities 1 sources clustered

“Issue Bias in Generative AI Writing Assistance: Political Issues and LLMs in the Swedish 2026 Election Bastiaan Bruinsma, Annika Fredén, Paul Röttger, Moa Johansson, Asad Sayeed https://t.co/pYwEanKqMQ [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙲𝚈 𝚜𝚝𝚊𝚝.𝙰𝙿] https://t.co/jOHmTShLrz”

Established Agents & robotics Research 18d ago
HazardAuditor safer computer-use agents paper

HazardAuditor: From Executable Threats to Safer Computer-Use Agents

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“HazardAuditor: From Executable Threats to Safer Computer-Use Agents Yunhao Feng, Ruixiao Lin, Ming Wen, Yanming Guo, Xingjun Ma, Yutao Wu, Xinhao Deng, Shouling Ji https://t.co/1fi8vgT6Hj [𝚌𝚜.𝙰𝙸] https://t.co/aKARigz98Z” evidence ↗
1 expert 0 communities 1 sources clustered

“HazardAuditor: From Executable Threats to Safer Computer-Use Agents Yunhao Feng, Ruixiao Lin, Ming Wen, Yanming Guo, Xingjun Ma, Yutao Wu, Xinhao Deng, Shouling Ji https://t.co/1fi8vgT6Hj [𝚌𝚜.𝙰𝙸] https://t.co/aKARigz98Z”

Established Agents & robotics Signal 19d ago

MemRiskBench: Trace-Aware Risk-Preserving Evaluation for Long-Horizon LLM Agents

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“MemRiskBench: Trace-Aware Risk-Preserving Evaluation for Long-Horizon LLM Agents Jianhua Jiang, Dongbo Yuan, Weihua Li https://t.co/yAPKDjPfQP [𝚌𝚜.𝙰𝙸] https://t.co/fshVyC1fWu” evidence ↗
1 expert 0 communities 1 sources clustered

“MemRiskBench: Trace-Aware Risk-Preserving Evaluation for Long-Horizon LLM Agents Jianhua Jiang, Dongbo Yuan, Weihua Li https://t.co/yAPKDjPfQP [𝚌𝚜.𝙰𝙸] https://t.co/fshVyC1fWu”

Established Safety & security Research 19d ago
AI persuasion human control threat paper

AI Persuasion as a Threat to Human Control

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Artificial Intelligence Papers
“AI Persuasion as a Threat to Human Control Joshua Levy, Mick Yang, Kellin Pelrine https://t.co/UlFGFzH05i [𝚌𝚜.𝙰𝙸] https://t.co/LVCpoKuI42” evidence ↗
1 expert 0 communities 1 sources clustered

“AI Persuasion as a Threat to Human Control Joshua Levy, Mick Yang, Kellin Pelrine https://t.co/UlFGFzH05i [𝚌𝚜.𝙰𝙸] https://t.co/LVCpoKuI42”