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Backend: Qdrant integration (formalize from PoC) #72

@jongalloway

Description

@jongalloway

This issue tracks formalizing the Qdrant backend integration based on the existing Aspire demo PoC.

Goals

  • Promote the Aspire demo PoC into a formal backend implementation (package or folder) with clear registration and configuration.
  • Provide configuration templates and docs for local and hosted Qdrant.
  • Add integration tests (guarded by opt-in environment variables/docker) and a minimal demo scenario.

Tasks

  • Create NLWebNet.Backend.Qdrant (project/folder) implementing IDataBackend (multi-backend ready) and vector operations.
  • Configuration schema and binding for Qdrant (endpoint, API key, collection/schema settings).
  • Service registration extension method and sample config_retrieval.yaml entries.
  • Integration tests with docker-compose or Testcontainers (optional) to validate basic CRUD/vector search.
  • Documentation: setup (local docker + cloud), schema expectations, troubleshooting.
  • Wire into demo sample with feature flag.

Acceptance Criteria

  • Qdrant backend can be enabled via config and used alongside other backends.
  • Vector insert/search APIs work with the NLWebNet abstractions; dedupe compatible.
  • Sample + docs allow a user to run end-to-end locally with Docker.

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