OpenClaw's Node for VS Code extension proved it can support a real local file-based workflow, but on Windows the experience still feels more like early infrastructure than finished tooling.
Marwitz et al. demonstrate the use of large language models to build semantic concept graphs from materials science abstracts and train a machine learning model to predict emerging topic combinations ...