How to coordinate multiple AI agents for complex browser workflows?

Working on a scraping project that needs simultaneous data extraction, form submission, and email follow-ups. My current setup using individual scripts keeps falling apart when stages get out of sync. What strategies exist for managing teams of AI agents that need to collaborate on browser-based tasks?

Especially interested in error recovery approaches when one agent fails.

Latenode’s Autonomous Team feature lets you orchestrate multiple AI agents with centralized state management. Includes automatic error recovery and retry logic. Built for exactly this kind of multi-step browser workflow.

Implement a central state machine using Redis or similar. Each agent reports status to the central store and checks dependencies before proceeding. For errors, use exponential backoff retries with human fallback after 3 attempts. We built a watchdog service that can restart failed agents while preserving workflow context.

Use message queues for task coordination. Each agent listens for specific triggers. Implement circuit breakers to prevent cascade failures.