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Use Cases · Domain 02

Healthcare, medical devices & life sciences

Where an unverified outcome or a hallucinated line of firmware can cause physical harm — and where a constraint a body cannot break is a perfect invariant.

Three lenses on the same proof engine ​

AI-generated code
Embedded device firmwareVerify AI-generated C/C++ for pacemakers, insulin pumps, and robotic surgery arms against memory-safety violations and out-of-bounds states.
Laboratory automation scriptsAudit AI Python that drives liquid-handling robots, proving the control flow can never reach a cross-contamination state.
Model outcomes
Clinical diagnostic verificationCheck AI diagnostic claims against strict physiological constraints — a patient cannot have a negative blood pressure or an impossible lab value.
Dosage optimization modelsRun an SMT solver over AI-calculated chemotherapy and radiation dosages to prove every dose sits within non-lethal volumetric limits.
Genomic sequencing logsValidate structural-alignment outcomes from ML pipelines against the biological invariants the result must respect.
Agent behavior
Patient triage & intake agentsMonitor autonomous triage agents to prove critical symptoms — chest pain, stroke signs — are escalated to a human physician without exception.
Pharmaceutical supply agentsAudit agents running cold-chain vaccine distribution so a temperature-excursion event can never silently invalidate a released batch.

Bring your domain's hardest rule

If you can state the rule that must hold, an authorized TrueVectors evaluation can check the AI's work against it — deterministically, with a receipt. Tell us the invariant that keeps you up at night.


TrueVectors verifies code, outcomes, and agent behavior. Trust through proof.