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Every modality shares one canonical shape, so an app or agent learns the model once and reuses it across biomarkers, wearables, genetics, and behavioral data.

The primitives

PrimitiveWhat it is
SourceA raw upload or connected pull (RawSourceReference). Preserves filename, provider, byte length, and storage mode.
ObservationA normalized reading extracted from a source (NormalizedObservation): a lab value, a wearable metric, a supplement, a symptom.
InterpretationA derived finding (DerivedInterpretation): a scored status, a derived metric, or a genetic summary, always with provenance.
AnalysisA run that combines sources into interpretations plus a healthspan score (AnalysisResult).
Dashboard specThe frontend-ready JSON: cards, summaries, scores, provenance.

Provenance is always attached

Every interpretation records source_ids, source_categories, a source_type (direct, derived, combined, queued, setup_required, failed), the engine that produced it, and a timestamp. Derived metrics also record their inputs. This lets a customer trace any number on a dashboard back to the exact upload it came from.

Modalities

biomarkers, wearables, genetics, and behavioral. One modality is useful on its own; the unified health context reports which modalities are present, what is missing, and the impact of each gap.

Discover without bookkeeping

  • GET /capabilities: supported modalities, providers, and setup state.
  • GET /sources and GET /analyses: everything a user has uploaded and computed.
  • POST /users/{user_id}/health-context: a bounded, provenance-rich summary across all modalities.