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@manlingli_
Assistant Professor@NWU, Amazon Scholar, Postdoc@Stanford, PhD@UIUC #Language+#Vision/#Robotics, #Reasoning, #Planning
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A coder says RAGEN is FrontierCS 2’s third-hardest task; part comes from code they wrote by hand in January 2025.
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RewardAI says examples include last-mile delivery from a Cybertruck and manipulation on stairs.
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A user shared a photo link captioned 'Chicago SuperDebate' on October 21, 2026.
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ManlingLi_ introduced the benchmark for coding agents working on simulated robotics tasks across multiple suites.
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A launch post from the ManlingLi_ account offers a trial command and lists spatial puzzles, multi-robot sports and real-time evaluation.
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A post about the challenge gave November 1 as its deadline.
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A user shares `pip install robouse` and says @xdotli leads the project.
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A user quote-posted a Northwestern CS link with the message, “Truly appreciate it!”
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A post expresses surprise at GPT-6 Astra's apparent topological reasoning ability and points to MindTopo, a benchmark testing concepts such as continuity, enclosure and knots.
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NeoCognition says Fable 5.1 and GPT-6 Astra can continually learn on a real job and surpass human professionals.
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Northwestern says the fellowship brings together AI, nanotechnology and energy science through a joint initiative of its Trienens Institute and International Institute for Nanotechnology.
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The university says the program is a joint initiative of its Paula M. Trienens Institute for Sustainability and Energy and International Institute for Nanotechnology.
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The university says the program connects AI, nanotechnology and energy science through a joint initiative of its Trienens Institute for Sustainability and Energy and International Institute for Nanotechnology.
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A reply says language models could improve with a closed feedback loop, accurate task checks and safety guardrails—but argues the system needed for that setup is still far off.
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Workshop examines authorship, peer review, and governance under AI.
