Technology

How the engine works

A compositional knowledge engine with clean layer boundaries, versioned and deterministic end to end.

01
Resolver

Turns messy real-world wine references into a canonical identity.

02
Inference Engine

Derives knowledge for unknown/partial wines via controlled backoff + priors — the difference between an engine and a lookup table.

03
Knowledge Graph

125 Wine Identities across grape, style, vintage, and bottle evolution, composed from a versioned knowledge base.

04
Composition Engine

Mechanism-level ownership, signed axis composition, de-duplication — coherent profiles that never double-count.

05
Explainability

Every emitted descriptor exposes a reconstructible causal chain to its evidence.

Guarantees
  • Read-only, versioned public contract (pinned at v1.0.0; no mutating endpoint).
  • Deterministic: identical requests return byte-identical responses (verified live).
  • Honest: gaps are declared, never fabricated.