Bonus 1. Graph RAG and hybrid search

Graph RAG and hybrid search

Optional, never counted, externally billed. Not required for completion or a certificate, and excluded from every total. Use a dedicated sandbox project, synthetic people and media, budget alerts, least-privilege identities, and the teardown checklist. Never use real disaster-response, health, identity, or location data.

Outcome

Model survivors, skills, needs, locations, and resources as a property graph; compare graph traversal, keyword search, semantic search, and a hybrid retrieval policy.

Evidence artifact

A synthetic graph schema, three representative queries, and a retrieval comparison report.

Failure clinic

Vocabulary mismatch, irrelevant semantic neighbors, stale embeddings, and unsafe claims inferred from graph proximity.

Required comparison

Before using a managed service, implement or inspect a local fixture-backed baseline. Record what the cloud component improves, what it costs, what new permissions it receives, and what failure modes it introduces. The cloud path must not be the only way to understand or demonstrate the concept.

Safety and operations gate

  1. Confirm the active project and account before creating resources.
  2. Use synthetic data and document its provenance.
  3. Record enabled APIs, regions, identities, roles, public endpoints, and retention.
  4. Bound model calls, uploads, retries, and concurrent work.
  5. Redact logs and traces before sharing.
  6. Delete or disable every resource and verify that billing surfaces are empty.

Reference