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ResearchStudio-Idea is a skill suite that combines literature search, novelty checking, and pattern-guided generation to produce traceable research proposals, built from analysis of 1,947 machine learning conference papers.
This paper proposes a Deep Research pipeline that improves literature search recall by an order of magnitude and argues that human citation lists are not reliable ground truth for evaluation.
ScienceClaw is an AI assistant framework integrating 285 research skills, modularizing the entire research workflow into Skills. It supports connecting to databases such as PubMed, Semantic Scholar, and ArXiv, providing functions like literature search, paper deep reading, citation analysis, experimental design assistance, and writing assistance. It is suitable for advanced users who want deep customization.