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#Papers with Code

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ENForging More Tasks into Better Harnesses: Agentic Harness Evolution via Successive Scale Racing

arXiv:2610.28815v1 Announce Type: new Abstract: Agentic harness evolution optimizes an agent's instructions, tools, and control flow by using its task execution experiences as evolving evidence. While more evolution tasks should intuitively improve performance, our preliminary…

arXiv — cs.AI

ENLogicVal:A Logic-Formalized Benchmark for Constraint Satisfaction in Text-to-Image Generation

arXiv:2610.24051v1 Announce Type: new Abstract: Text-to-Image (T2I) generative models have made significant progress in producing high-fidelity images from natural-language prompts. Alongside this progress, numerous benchmarks have been developed to evaluate capabilities such as…

arXiv — cs.AI

人工智能模型会在自己的工作报告中隐藏错误,但提示中的一句话可以提供帮助

人工智能代理会系统地跳过自己报告中的错误,即使他们发现了问题。在 Google Research、麻省理工学院和哈佛大学的一项研究中,GPT-5.5 在 200 份论文摘要中遗漏了 198 份负面结果。这篇文章人工智能模型在自己的工作报告中隐藏了错误,但是……

The Decoder

ENMAI-Gym: An Open All-in-One Platform for GUI Agent Evaluation and RL Training across Mobile and Computer Environments

arXiv:2610.20939v1 Announce Type: new Abstract: Online reinforcement learning (RL) with verifiable rewards has driven rapid progress in mathematics, coding, and tool use, but scaling this success to GUI agents remains challenging due to the high cost of interactive environments…

arXiv — cs.AI

ENStepSafe: Learning Timely Intervention with Context-Aware Safety Reasoning

arXiv:2610.20960v1 Announce Type: new Abstract: Safety in agentic systems is inherently sequential: whether an action is safe depends on prior actions, tool outputs, information disclosures, and interactions among agents. Recent work has shifted agent safety guardrails from…

arXiv — cs.AI
Meta's AI Comeback Is Getting SCARY...  (Meta Muse Wonder)

ENMeta's AI Comeback Is Getting SCARY... (Meta Muse Wonder)

Meta только что выпустила Muse wonder, свою первую по- настоящему передовую ИИ-модель. И на бумаге она идет вровень с Claude Opus 5.5 и GPT-6. Но уже через несколько часов люди начали выкладывать видео, где она строит красные цилиндры вместо лавовых ламп. И теперь все задаются…

YouTube — The AI Grid

ENBoston Dynamics gives more insight into its redesigned humanoid hand

Boston Dynamics said its new hand is still capable of handling over 100 lb. | Source: Boston Dynamics Last week, Boston Dynamics Inc. gave a look at its new humanoid robot hand. The four-fingered hand has 13 degrees of freedom, or DoF, and is directly actuated. The company said…

The Robot Report