Selected work

Hard problems. Bounded claims.

Our work starts with the operating problem, then defines what useful evidence would look like. Public descriptions stay focused on capability, evaluation, and the next question to answer.

The problem

Static systems can lose relevance as conditions and threats change.

Adaptive model behavior

Develop models that specialize, adapt, and make their behavior available for evaluation.

Evidence today
Research framing and evaluation criteria are being defined.
Status
Research
Next step
Establish bounded evaluation scenarios and reviewable evidence.

The problem

Defensive operators need a practical way to assess changing behavior.

Behavioral anomaly detection

Evaluate behavioral signals that support proportionate, operator-governed response.

Evidence today
Prototype exploration is in progress.
Status
Prototype
Next step
Test useful distinctions and document observed limitations.

The problem

Operational claims need evidence, scope, and limits that remain clear.

Evidence-bounded validation

Build validation practices that separate observed results from intended capability.

Evidence today
Evaluation readiness criteria are defined for review.
Status
Evaluation ready
Next step
Run bounded evaluations with reproducible reporting.

The problem

Some environments limit connectivity, compute, and operational support.

Disconnected and resource-constrained deployment

Design adaptive defensive systems around deployment constraints from the outset.

Evidence today
Deployment assumptions and constraints are under review.
Status
Research
Next step
Evaluate representative constrained environments.