Next steps (LangChain): ─────────────────────── 1. Install the Python adapter (required for runtime enforcement): pip install aport-agent-guardrails-langchain aport-langchain setup 2. Config written to: $config_dir 3. Add to your agent: from langchain.agents import create_agent from aport_guardrails_langchain import APortCallback agent = create_agent(model=model, tools=tools) result = await agent.ainvoke( {"messages": [{"role": "user", "content": "run the task"}]}, config={"callbacks": [APortCallback()]}, ) See: docs/frameworks/langchain.md