Surveillance · Dossier · Night Watch · Case Files · Field Record · Public Record · Raise the Signal
A source-grounded research interface that links generated claims to supporting evidence and makes the evidence structure explorable through an interactive 3D graph.
Built an end-to-end benchmarking and ensemble-calibration workflow for PEcAn’s North American carbon reanalysis, culminating in seven merged pull requests across conversion, benchmarking, diagnostics, and regional analysis.
A Training-Time Sign Flip During the Formation of an IOI Circuit
ICML 2026 // MECHANISTIC INTERPRETABILITY
Traces a training-time reversal in how the repeated-name position affects an IOI model, separating early detection from the later emergence of a suppressor mechanism.
Connects AniSOAP descriptors to ASE energy models through an explicit calculator interface, with optional finite-difference forces.


