SciForge: An AI-Native, Multimodal Workbench for Scientific Discovery
SciForge is pitched as a desktop AI workbench that keeps scientific artifacts tied to auditable research state.
The paper says the system routes papers, code, datasets, figures, model outputs, and manuscripts through modular services for search, parsing, workflow execution, plotting, writing, and presentation generation. Its design centers on review gates, provenance-linked evidence, multimodal translation before reasoning, and agent-accessible scientific model routing. The authors report eight end-to-end use cases, including gene discovery, protein design, molecular optimization, and genome-to-BGC discovery. Team workspaces are described as planned for future releases.
ArXiv · AI/CL/LG's note
The paper says the system routes papers, code, datasets, figures, model outputs, and manuscripts through modular services for search, parsing, workflow execution, plotting, writing, and presentation generation. Its design centers on review gates, provenance-linked evidence, multimodal translation before reasoning, and agent-accessible scientific model routing. The authors report eight end-to-end use cases, including gene discovery, protein design, molecular optimization, and genome-to-BGC discovery. Team workspaces are described as planned for future releases.
ArXiv · AI/CL/LG's note
score 4