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Engine: factor the alias->(provider, base_url, model, key-envs) defaults into a shared provider_profile, used by both from_env and a new pub from_parts(provider, base_url, model, api_key) so the cluster path applies identical defaults (DRY).
Cluster: GraphConfig gains an optional per-graph embeddings: profile (EmbeddingProfile { provider?, base_url?, model?, api_key }). EmbeddingProfile::resolve() resolves the api_key from a ${NAME} env ref (resolve_secret_ref rejects inline values and unset vars) and builds an engine EmbeddingConfig via from_parts.
Parse + resolve + validate only; wiring the profile through the applied cluster state into the served handle (the config-free s3:// boot reads applied state, not cluster.yaml) follows. 21 engine + 4 cluster tests pass.
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