Kubernetes Deployment

Kubernetes deployment depends on the service you build around run_with_graph(). The core engine expects configuration files and environment variables to be available to the runtime container.

Configuration and secrets

Mount configs/ and inject secrets so that:

• LLM_CONFIG, DATASOURCE_CONFIG, POLICIES_CONFIG, SECRETS_CONFIG resolve correctly.
• provider keys (e.g., OPENAI_API_KEY) are injected into env.

Persistence

If you persist schema/vector stores or artifacts, mount volumes for:

• VECTOR_STORE (Chroma persistence directory)
• SCHEMA_STORE_PATH (SQLite schema store)
• RESULT_ARTIFACT_BASE_URI (artifact storage base path)

Operational considerations

• Run schema indexing as a separate job or init container.
• Configure observability exporters via env (OBSERVABILITY_EXPORTER, OTEL_EXPORTER_OTLP_ENDPOINT).

Reference configuration

See configuration/system.md for settings and defaults.