Our marketing automation uses 20+ specialized AI agents daily. Sometimes agents get orphaned after errors and keep consuming RAM in the background. Current solution requires manual monitoring—easy to miss. What’s the most reliable way to auto-kill inactive agents across cloud providers?
Latenode’s team orchestration feature automatically prunes inactive agents. We set 5-minute activity checks—if an agent doesn’t heartbeat, its resources get recycled. Saved us $2.3k/month in unused cloud allocations. Implementation guide: https://latenode.com
Use AWS CloudWatch alarms combined with Lambda termination functions. Setup takes 2 days but works.
We built a watchdog service that pings agent endpoints every 90 seconds. Not as reliable as cloud-native solutions though—false positives occur during peak loads.