LangGraph utilities¶

The utilities module contains shared serialization, message, validation, timing helpers used by specialist agents.

LLM provider calls are not defined in this module. Use src.common.connectors.ai_providers.providers_connector for direct calls and src.chatbot.agentic.llms for dynamic LangChain chat-model profiles. Search query construction lives in the dedicated Atlas search builder and specialist core modules.