Evidence-driven AI
How models can reason over explicit, current evidence without becoming the source of truth.
RESEARCH DIRECTIONS
Research
Architecture notes, engineering lessons, and careful observations at the intersection of cybersecurity and advanced AI.
Model governance
Provenance, bounded routing, honest fallback, and the separation of intelligence from authority.
Autonomous security operations
Designing continuous defensive workflows that remain auditable, reversible, and fail closed.
Frontier cyber readiness
Governance architecture for increasingly capable cyber models, before capability is activated.
Long-form work is being prepared.
Future articles will carry clear publication and update dates. Research direction is not presented as a finished result.