Research Software

One Studio, 27 Brain Models, and a Boundary for the LLM

TL;DR for operators BrainNet Studio integrates 27 analytical methods for brain network construction, classification, visualization, and candidate biomarker exploration within one graphical environment. The engineering contribution is not a new universal brain classifier. It is a workflow architecture that accommodates different network representations, training procedures, and interpretation methods while maintaining common configuration and evaluation functions. ...

Trust Signals Don’t Check Themselves: Put Verification Before the Install

TL;DR for operators If an AI coding assistant can install software, do not assume it will inspect the evidence already available about where that software came from. In Pengyin Shan’s pre-registered demand-side audit,1 only 9 of 1,920 registered trials retrieved a relevant trust signal before the install-or-decline decision. Across 2,114 completed registered and supplementary trials, not one assistant executed a signature or attestation verification command. ...