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RUBI engine

Multimodal vision analysis with a strict output schema and an always-available demo engine fallback.

Vision model
Multimodal image + context
Output
Strict JSON schema
Fallback
Demo analysis engine
Safety
Non-diagnostic by design
STRUCTURED OUTPUT SCHEMA
{
  image_quality:   { focus, lighting, resolution, usable, notes },
  visible_findings:[{ label, descriptor, confidence }],
  differential_compatibility:[
    { condition, compatibility: Higher|Moderate|Lower, rationale, icd_hint }
  ],
  triage_level: routine|soon|urgent,
  triage_action: string,
  red_flags: [string],
  supportive_care: [string],
  patient_summary / professional_summary,
  questions_for_doctor: [string],
  contextual_genomic_pathways:[
    { gene, pathway, function, role }
  ]
}
ENGINE STATUS

Scans run against the live vision model when it is reachable. If the model is unavailable, unconfigured or returns an unusable payload, the demo analysis engine immediately supplies a complete clinical case so the product never stalls during a presentation.

  • Cases stored on this device: 1
  • Produced by live RUBI: 0
  • Produced by demo engine: 1

The model never returns a diagnosis. Differentials are expressed as visual compatibility only, and genomic pathways are contextual education, never inferred from an image.