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Tool-using agents increasingly require a common substrate for building, training, evaluating, distilling, and maintaining agentic systems, yet existing tooling typically addresses these stages in isolation. We present AgentTune, a source-available Python library that provides a unified framework for developing and opti...
Scientific presentations are more than summaries of research papers. They need to present the work in a coherent sequence, explain the main ideas clearly, and help the audience follow the presentation. We present SlideLab, a training-free multi-agent framework for generating scientific presentations from research paper...
AppliedScientist is presented, a closed-loop system that couples an autonomous AI scientist with an AI reviewer, and is evaluated by iteratively revising rejected papers from a range of research subfields, suggesting that iterative revision is effective at improving experiments and implementation, but rarely changes co...
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