Interpretation Review Layer

Civilian observable-output review for high-stakes interpretation, auditability, and reliability.

SpecShift Labs LLC is developing the Interpretation Review Layer, a civilian review-support system for observable-input and observable-output evaluation.

The layer is designed to help reviewers reduce false positives, suppress overclaiming, confirm appropriate deferrals, and improve auditability in high-stakes review settings.

Pilot evaluations use buyer-selected observable inputs, retained hidden labels, and returned interpretation memos. No model weights, source code, training data, private prompts, or proprietary internal systems are required.

The work is intended for civilian safety, reliability, scientific review, public-data interpretation, compliance support, infrastructure review, education, and institutional decision support.

Military, weapons, targeting, coercive surveillance, lethal autonomy, and harm-enabling applications are out of scope.

For pilot routing inquiries:

contact@specshiftlabs.com