Sub-module

Conflict Escalation and Civil-Unrest Warning

Track conflict intensity, diffusion, mobilization, grievances, protest and early-warning indicators without criminalizing participation or dissent.

How it works

Signals retain geography, population, observation quality, competing explanations and rights-sensitive constraints.

Review trajectory, test indicators and route proportionate monitoring or protection duties.

Public-safety and policy teams can see escalation risk without converting a model score into coercive action.

The admitted inputs, produced evidence and boundary of this capability.

InputsObligations and episode records, Incident and recovery evidence, Late evidence and after-action populations
OutputsResponsibility and continuity projections, Operational reports and evidence packages, Reviewed correction and learning proposals
BoundaryThe product does not determine intent, guilt, protected status or enforcement authority.

Operational decisionDecide whether observed change justifies warning, protection work or additional monitoring.
Degraded or disputed stateReporting gaps, protected activity and alternative explanations constrain escalation claims.
Recovery and closureWarning revisions retain the prior indicator set and document why posture or follow-up changed.
Authority boundaryThe product does not determine intent, guilt, protected status or enforcement authority.

Distinguish a changed operational risk from a changed reporting process, then carry uncertainty into warning, readiness and follow-up decisions.

Stochastic-process, survival, recurrence and observation-process semantics
Track conflict intensity, diffusion, mobilization, grievances, protest and early-warning indicators without criminalizing participation or dissent.

Lugh-E defines the operational population, observation process, decision cut and consequence of error before consuming TYCHE's qualified statistical evidence.

Qualified probability distributions, censoring, drift, rare-event and recurrence evidence
Decision-grade ensemble review
Conflict early warning
Health surveillance quality

A probability, recurrence estimate or anomaly does not establish intent, cause, authority or an operational action.