framework-config

To configure environment variables for a PDF vector framework, you document and validate keys like ANTHROPIC__API_KEY, EMBEDDING__MODEL, and QDRANT__URL. This standardizes settings across development, staging, and production to ensure predictable startup and operation.

Required environment variables for Qdrant and Anthropic embeddings include QDRANT__URL, ANTHROPIC__API_KEY, and EMBEDDING__MODEL. These are grouped by category covering LLM, Vector Store, and Embedding configurations to maintain consistent framework behavior.

Yes, you can use different configuration profiles for dev and production environments. The framework provides predefined Dev, Production, and Max Quality profiles with specific defaults and guidance to accelerate reliable deployments and avoid misconfigurations.

To validate environment variables and prevent production misconfigurations, you apply categorized documentation and auditing guidance to required keys. This ensures critical variables like ANTHROPIC__API_KEY and QDRANT__URL are clearly defined and checked before deployment.

Environment variable categories needed for PDF processing and observability include LLM, Embedding, Vector Store, Search, Observability, and PDF Processing. Organizing variables into these groups ensures all framework components have defined defaults and profile guidance.