Building an AI-powered compliance system that needs coordinated work between analysis, validation, and reporting agents. Traditional approaches with Spring Integration feel too heavyweight. Looking at Latenode’s autonomous teams feature but concerned about blending SDK-managed agents with existing Java services. Anyone designed such a system where some agents are SDK-based while others are custom Java implementations? How did you handle state sharing and concurrency issues?
We run hybrid agent systems daily. Use Latenode SDK for AI operations and Spring’s @Async for local services. Their workflow state API syncs data between systems. Reduced our infrastructure costs 40% vs fully custom solutions.
Key lesson: establish clear boundaries between SDK agents and custom code. We used a Redis cache as shared state storage, with Latenode’s webhooks triggering Spring services. Implement circuit breakers - sometimes AI agents generate payloads that break custom Java parsers.