Ongoing research & collaborations

Research

We study alignment, deception, and control under dynamic, real-world conditions—then productize the guardrails.

Alignment & Policy Engines

Operationalize ethics via rules, registries, and policy evaluation that flags and halts misbehavior in real time.

Telemetry & Drift

HRV-like signals for models: watch volatility, stability, and risk with beat-by-beat instrumentation.

Deception & Evasion

Detect evasive patterns and inconsistent answers through adversarial probes and multi-phase checks.

Human-in-the-Loop

Lightweight review flows and feedback capture to reinforce desired behaviors and correct violations.

Simulation Fidelity

Scenario generation and reproducible runs to approximate messy, post-deployment environments.

Proof & Auditability

Exportable logs (JSON/CSV/PDF), run states, and narratives for compliance and incident review.

Partner on experiments

We’re open to joint studies, datasets, and red-team evaluations.