Keep sensitive graph paths accountable
Put a clear decision boundary before nodes create real-world outcomes.
View LangGraph guideBring accountable agent actions to the tools and workflow platforms your team already trusts—without trading momentum for a platform migration.
Choose the path that matches your stack and protect the first customer, financial, data, or production action that needs a human call.
Put a clear decision boundary before nodes create real-world outcomes.
View LangGraph guideKeep role-based automation moving while consequential tool use reaches the right person.
View CrewAI guideKeep executors away from external systems until the action is ready to proceed.
View AutoGen guideCatch restricted sources, citation gaps, and quality concerns before they reach the final answer.
View LlamaIndex guidePair reliable schemas with accountable decisions before tools create side effects.
View PydanticAI guideAdd the same accountable boundary to internal APIs, jobs, webhooks, and database operations.
View Custom API guide