Humanization Tech

Humanization Tech is a pre-incorporation deep-tech venture developing governed AI systems and provenance-aware biomedical infrastructure through two distinct commercial technology tracks.

AI Frontend — Humanization Frontend is an evidence-aware AI operating and automation system designed for workflows in which multiple models, data sources, tools, and human experts need to work together without surrendering final human control. Its architecture includes explicit work graphs, source and provenance tracking, bounded model/agent authority, critic and verifier passes, Human Quality Gates, audit trails, and rollback-compatible execution.

The Frontend is currently deployed internally within Humanization Tech as its first operational environment. Current readiness is an internal TRL 7 assessment, not independent validation or regulatory certification. External design-partner evidence, independent security review, broader workload benchmarks, and paid-pilot evidence remain open validation gates.

AI Backend develops provenance-aware and reversible biomedical representation and data systems, beginning with Prometheus MRI, alongside Prometheus Core, RouterKey, and related research-engineering infrastructure.

Humanization Tech maintains explicit evidence boundaries: internal technical performance is distinguished from external validation, and research prototypes are not presented as clinically or regulatorily validated products.

Humanization Tech is operationally separated from the Reality & Agency Research Initiative (RARI) and its fiscally sponsored scientific research programme.