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future-NeuralIndexSemanticResolver.md

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Neural-like index and semantic resolver (Feature Draft)

Status: Future
Updated: 2026-05-20
Owner: Core
Purpose: Future draft placeholder for semantic reference suggestions, weighted context discovery, and neural-like indexing on top of the deterministic resolver foundation.

Overview

  • Defines a later resolver enhancement outside the first deterministic resolver implementation.
  • Covers aliases, proper-name recognition, mention frequency, weighted context suggestions, and richer semantic search.
  • Depends on stable content entities, schema field identifiers, deterministic reference indexing, ACL handling, and search adapter boundaries.

Outline

The first resolver implementation should stay deterministic. It should index explicit references, query fields, field identifiers, variants, and resolver-token targets without duplicating all content into a resolved JSON store.

This future feature can build on that foundation once the deterministic resolver is stable. It may analyze titles, aliases, repeated mentions, nearby references, project-local relationship graphs, and other semantic signals to suggest likely references or related context.

The goal is not to replace direct references or controlled query fields. Neural-like indexing should extend them with weighted suggestions that remain reviewable, reversible, ACL-aware, and bounded by project scope.

Technical Specifications

  • Build on the database-backed deterministic resolver index.
  • Treat semantic suggestions as hints, not authoritative links.
  • Keep generated suggestions reviewable before modifying stored content.
  • Respect ACL restrictions during indexing, suggestion generation, search, export, and editor autocomplete.
  • Start with title and alias matching before adding heavier semantic analysis.
  • Keep resource-intensive indexing asynchronous and configurable.
  • Provide clear diagnostics for why a suggestion was produced where practical.

Testing & Validation

  • Future validation should cover suggestion quality, ACL filtering, performance limits, index rebuild behavior, and non-destructive editor workflows.
  • Suggestions must not silently create stored links without editor review.

Implementation Notes

  • Deferred until deterministic content, schema fields, resolver index, editor autocomplete, and import/export workflows are stable.