Scenario PlanningBioR · Health Security

Purposing · P1 Diagnose · AI assistant

AI Diagnose — the pandemic assumption radar

Paste a pandemic preparedness plan (or an excerpt). The assistant surfaces the hidden assumptions the plan treats as certain — especially the structural silences, the things it never says — and returns them as a draft Assumptions Register ready to be windtunnelled. It does not predict the next pandemic and it does not build scenarios; it only does the Diagnose step of Purposing.

The eight pandemic assumption categories

Nature of the threat

what the next pathogen will be like (respiratory, familiar, flu-shaped)

Detection & surveillance

that we will see it early enough to act

Community trust & behaviour

that people will comply as they did before

Pharmaceutical sovereignty & supply

that vaccines, drugs and supply chains will be there

Governance & authority

that decision rights and escalation triggers are clear

Health-system capacity

that surge, staffing and beds will hold

One Health integration

that human, animal and environmental signals will join up

Security framing

that a biological event is a health event, not a security one

When an ANTHROPIC_API_KEY is configured on the deployment, this calls Claude (model claude-opus-4-8) with strict tool use to return a validated register. Without a key it runs a transparent keyword-based demo, clearly labelled, so the feature still works. Surfaced assumptions are a starting point for human review, not a verdict.