New paper:
The system is built as a persistent, stateful research environment that tracks failed hypotheses, manages uncertainty, refines intent, and supports collaborative exploration over time.
The interesting question is no longer whether AI can solve isolated problems, but how agentic systems may transform the social and epistemic organization of scientific work itself.

https://arxiv.org/abs/2605.06651v1
#AgenticAI #ArtificialIntelligence #DigitalHumanities #ResearchAI #FutureOfWork

AI Co-Mathematician: Accelerating Mathematicians with Agentic AI

We introduce the AI co-mathematician, a workbench for mathematicians to interactively leverage AI agents to pursue open-ended research. The AI co-mathematician is optimized to provide holistic support for the exploratory and iterative reality of mathematical workflows, including ideation, literature search, computational exploration, theorem proving and theory building. By providing an asynchronous, stateful workspace that manages uncertainty, refines user intent, tracks failed hypotheses, and outputs native mathematical artifacts, the system mirrors human collaborative workflows. In early tests, the AI co-mathematician helped researchers solve open problems, identify new research directions, and uncover overlooked literature references. Besides demonstrating a highly interactive paradigm for AI-assisted mathematical discovery, the AI co-mathematician also achieves state of the art results on hard problem-solving benchmarks, including scoring 48% on FrontierMath Tier 4, a new high score among all AI systems evaluated.

arXiv.org

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Phát triển cộng tác viên AI điều tra: Học về thu thập web & ngữ cảnh. Cubeo AI xây hệ thống phân tích chủ đề, trích xuất tóm tắt từ 10 URL, lọc nội dung bằng hệ số liên quan. Thách thức: trang JS phức tạp, dữ liệu nhiễu, thiết kế thay đổi thường xuyên. Ứng dụng: nghiên cứu thị trường, phân tích đối thủ, nội dung marketing. Bài học: dữ liệu chất lượng hơn số lượng, 8 nguồn sạch > 20 nguồn bừa bãi. #AI #KhámPháWeb #CubeoAI #XửLýDữLiệu #CộngTácViênAI #ResearchAI

https://www.reddit.com/r/SaaS/comme

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Microsofts betting on agentic AI with its new Discovery platform to speed up scientific breakthroughs. Given AIs mixed track record in science, will this be a game-changer or another overpromise? #AIScience #TechInnovation #ResearchAI