Keep sensitive graph paths accountable
Put a clear decision boundary before nodes create real-world outcomes.
View LangGraph guideWorks with your stack
Your agents stay yours.
Stacksona works at the action boundary, so you can add policy, human judgment, and decision evidence without replacing your models, frameworks, tools, or orchestration.
Choose the path that matches your stack and protect the first customer, financial, data, or production action that needs a human call.
Give every delegated action an owner
Keep role-based automation moving while consequential tool use reaches the right person.
View CrewAI guideMake handoffs safe by default
Keep executors away from external systems until the action is ready to proceed.
View AutoGen guideKeep sensitive knowledge from becoming a liability
Catch restricted sources, citation gaps, and quality concerns before they reach the final answer.
View LlamaIndex guideKeep typed actions inside real boundaries
Pair reliable schemas with accountable decisions before tools create side effects.
View PydanticAI guideProtect the systems unique to your business
Add the same accountable boundary to internal APIs, jobs, webhooks, and database operations.
View Custom API guide