Current questions

Trust is a research question before it is a product claim.

Read the work

Reasoning

How commitments are represented, repaired, forgotten, and verified.

Operator Learning

When learned operators transfer, and what breaks when the setting changes.

Scientific ML

Machine learning for scientific measurements where artifacts can mimic signal.

Language

Evaluation and routing for language tasks where disagreement is part of the data.

Connectomics

Structure in neural wiring, with reconstruction choices treated as evidence.

Evaluation

Benchmarks and audits that separate capability, calibration, and measurement bias.