Shadow optimization experiments
Graph optimization experiments run beside the deterministic engine and are retained as research telemetry only.
- No change to clinical differential order
- Anonymized graph inputs
- Classical baseline required
VetIOS evaluates quantum and hybrid methods only as reproducible research experiments. The deterministic clinical engine remains authoritative, every experiment requires a classical baseline, and quantum output has no clinical decision influence.
Graph optimization experiments run beside the deterministic engine and are retained as research telemetry only.
Molecular simulation and optimization may be evaluated on public or synthetic workloads without making treatment or discovery claims.
The production priority is cryptographic agility for long-lived clinical, genomic, and partner evidence.
VetIOS is built as infrastructure rather than a standalone chatbot. The platform connects structured veterinary inputs, graph priors, model execution, runtime integrity signals, outcomes, simulations, and public-health research surfaces into one auditable loop.
No. Quantum and hybrid outputs are shadow research telemetry. The deterministic classical clinical engine produces the diagnostic result.
No. An experiment must outperform a strong classical baseline on reproducible cost, accuracy, and runtime measures before any advantage can be considered.
Classical clinical infrastructure and the post-quantum migration boundary are production concerns. Quantum molecular and optimization work remains a separate research track.