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What credible people across AI noticed, why it matters, and where the field is converging or disagreeing.
Posts are grouped by conversation and tone. Select a lens to filter the stream; these are never permanent labels on people.
No development in this filter has enough independent reactions yet. The maps appear as soon as the evidence supports them.
One card per development. Sources are clustered; reaction bundles describe these posts, never the people behind them.
1 directory member surfaced this signal.
“Value-Preserving Architectures for Agentic AI Systems Alessandro Pesare, Tommaso Dolci, Katja Hose, Emanuel Sallinger https://t.co/9ELgdofMNN [𝚌𝚜.𝙰𝙸] 💬Accepted to AgenticDev Workshop at ASE 2026 https://t.co/jm4hh6NP4F”
1 directory member surfaced this signal.
“@PatrikarSanket @dotey Already on it! https://t.co/PQ9DBJQT6T”
1 directory member surfaced this signal.
“Adapting to Evolving Requirements: Agentic AI for Retail Supply Chain Operations Lei Zheng, Liping Yang, Zihao Li, Guodong Lyu, Chaik Ming Koh, Chung-Piaw Teo https://t.co/YhpNsfyctL [𝚌𝚜.𝙰𝙸 𝚖𝚊𝚝𝚑.𝙾𝙲] https://t.co/hObk54Ds7r”
1 directory member surfaced this signal.
“Subscribe to Unchained Premium to watch! https://t.co/b6qJ6KguYi”
1 directory member surfaced this signal.
“DNative-Twin: Decision Graphs and Digital Twins for Reconstructable Agentic Decisions Junjie Pang, Zhenzhen Xie, Haoke Han, Ying He, Jing Wang, Gang Liu https://t.co/jBvXaWfPEC [𝚌𝚜.𝙰𝙸] https://t.co/FfJwOwURKj”
1 directory member surfaced this signal.
“Rethinking World Models for Safety-Critical Embodied Systems Kailang Ma, Heye Huang, Inhi Kim, Kitae Jang https://t.co/MUBhLdf6rR [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝚁𝙾] https://t.co/JBJaOuw1PC”
1 directory member surfaced this signal.
“A bit later, the AIs work around ‘Verify you are human’ checkbox www.independent.co.uk/tech/chatgpt... All this makes me wonder: the AI industry has a disastrous culture of breaking down doors. To what point did it facilitate recent security incidents where…”
1 directory member surfaced this signal.
“Frontier AI has a documented behavior of breaking third-parties' protections, eg to access newspaper articles or book: • en.wikipedia.org/wiki/The_New... • en.wikipedia.org/wiki/Project... AI companies chose that agents need not respect robots.txt www.searc…”
1 directory member surfaced this signal.
“SimSkill: A Lifelong Learning AI Agent for Autonomous Mastery of Traffic Simulation Qi Liu, Qinzheng Wang, Yiming Bie https://t.co/C60jMsGxzs [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙼𝙰] https://t.co/QP4yBYQDrU”
1 directory member surfaced this signal.
“Proactive Service Agents: A Unified Decision Framework, Methods, and Evaluation Yan Tang, Tingyu Cao, Yuanbo Tang, Huaze Tang, Keer Hu https://t.co/p0WOLTaiR2 [𝚌𝚜.𝙰𝙸] https://t.co/YyJOL3cky6”
1 directory member surfaced this signal.
“@somewheresy been using https://t.co/enRIHSymQ1 for this”
1 directory member surfaced this signal.
“KC-Bench: A Dynamic Interactive Benchmark for Evaluating Knowledge Conflicts in LLM Agents Yaxing Lyu, Shengjie Zhou, Binbin Toh, Pengyu Zhu, Lijun Li https://t.co/D6NGUMN2Dk [𝚌𝚜.𝙰𝙸] https://t.co/flZRys2aZV”
1 directory member surfaced this signal.
“Des agents IA d’OpenAI auraient échappé à leur contrôle 👇https://t.co/PSEb6E1OSW”
1 directory member surfaced this signal.
“Making Every Tool Call Count: Necessary Tool-Evidence Path Rewards for Agentic Vision-Language Models Xingming Long, Yu Liu, Zhiwei Yang, Hanqi Feng, Shaojie Zhang, Barnabas Poczos, Chao Jiang, Zhenbo Luo, Lei Jiang, Pei Fu https://t.co/zYxTdOalOY [𝚌𝚜.𝙰𝙸] h…”
1 directory member surfaced this signal.
“Do GUI Agents Know When Not to Act? Enabling Conflict-Aware Termination for Multimodal GUI Agents Zhaoyuan Huang, Tianjie Ju, Pengzhou Cheng, Zheng Wu, Yansi Li, Chuanbiao Song, Jun Lan, Huijia Zhu, Weiqiang Wang, Zhuosheng Zhang https://t.co/hftDxaZMx6 [𝚌𝚜…”
1 directory member surfaced this signal.
“DuplexSpeechBench-IFEval: Evaluating Implicit Instruction Following in Full-Duplex Voice Agents Puneet Mathur, Dinesh Manocha https://t.co/YdP9x2TgbN [𝚌𝚜.𝙰𝙸] https://t.co/kywmVLJtq3”
1 directory member surfaced this signal.
“"Reevaluating" cacm.acm.org/research/ree...”
1 directory member surfaced this signal.
“Fresh Memory, Stale Plans: Dependency-Scoped Validation for Distributed LLM-Agent Memory Evan Chen, Shiqiang Wang, Christopher G. Brinton https://t.co/wDnAZ9KC6P [𝚌𝚜.𝙰𝙸] https://t.co/zCFx0XuYES”