Research

Why internal state →

Internal state reveals failures a model’s output doesn’t: four published results on activations, chains of thought and training runs.

A calibration run, worked through on public filings →

The per-customer calibration pipeline run end to end on a finance vertical, with before and after numbers and per-token evidence.