Projects

Produce auditable intake decisions tied to source, hashes, manifests, risk, and policy.

Experimental unified measurement and governance engine for specificity, coherence risk, and multi-model audit.

External multi-perspective monitoring for AI drift, logic failure, goal substitution, and behavioral integrity.

An isolated monitor for persistence, boundary laundering, capability expansion, and unsafe state diffusion.

Govern external content before it becomes model context.

Measure what a representation preserves, what it erases, and what must be added back.

User-owned portable cognitive identity and permission routing.

Hashed session continuity packets for cross-platform AI work.

Ephemeral human-mediated authentication using randomized verification interactions.

Measure software and AI waste as useful work per unit cost.

Research into deceptive, instrumented containment environments for unsafe AI behavior.

A developing Anti-Illogical project.