Agents assist.
Frontier models accelerate the work. They do not become the final authority.
Intelligence, conducted.
Vigilance,
made operational.
VT Infinite conducts frontier AI, deterministic tools, and human judgment into systems built for consequential questions.
Current focus: audit-ready health economic research
The premise
When the question matters, the answer must survive the asking.
Powerful systems should be measured against the outcomes of the humans they exist to serve. That requires visible assumptions, auditable decisions, and human control at every consequential gate.
Tools calculate.
Deterministic systems perform the math. Every material transformation remains traceable.
Humans decide.
Consequential judgment stays with the people who understand the evidence and carry the responsibility.
Introducing Phial
From evidence to model.
Without losing the truth between.
Phial is the open, model-optional operating system for audit-ready health economic research. It turns fragmented evidence into a governed path through specification, execution, validation, and review.
Agents assist. Deterministic tools calculate. Humans decide.
Explore the productProof before promises
The method came before the product.
Phial emerged from an independent health-economic workflow built around CHAMPION-AF: evidence acquisition, model construction, adversarial review, correction, and full regeneration without overwriting the record.
The current paper is being rebuilt after consensus review and will be released through GitHub and Zenodo for expert review. The benchmark becomes the first test of the system it inspired.
For aligned funding partners
Fund the discipline between frontier capability and consequential decisions.
VT Infinite is opening conversations with partners who understand that trust will be infrastructure—and that the strongest AI systems will make expert judgment more powerful, not ceremonial.
The investment case