Uncertainty Lab
Expose aleatoric and epistemic uncertainty, distribution shift, evidence quality, and command-denial conditions before any recommendation can acquire authority.
WHAT THIS LAB ESTABLISHES
HIGH CONFIDENCE NEVER OVERRIDES MISSING EVIDENCE.
Uncertainty is displayed before the output. When evidence or authority falls below the command threshold, the transition is denied or constrained.
INSPECTABLE REPRESENTATION
Visual, table, and text views
| Field | State | Qualification |
|---|---|---|
| Scenario | Synthetic anomaly classification | Fictional or abstract |
| Output | Derived conditions | No guilt, blame, legal liability, targeting, or universal score |
| Persistence | None for public simulations | Human-judgment interaction remains browser-local |
Text description
Expose aleatoric and epistemic uncertainty, distribution shift, evidence quality, and command-denial conditions before any recommendation can acquire authority.
The demonstration uses synthetic anomaly classification. It exposes qualifications and preserves unknown states. The output is not a legal conclusion, operational recommendation, force authorization, or certification.
DERIVED RESULT
Review conditions and qualifications
A high model output can coexist with high epistemic uncertainty. Numerical confidence is not proof, authority, or evidential sufficiency.
MISSION-FIRST · EVIDENCE-LOCKED · MACHINE-SPEED
DETECT → VERIFY → DENY → CONTAIN → RECOVER → PROVE
Command integrity. Decision superiority. Compartment security. Attested reconstitution.