cogniolab agent-monitor: Open-source observability and monitoring platform for AI agents Real-time tracing, metrics, cost tracking, and debugging for production AI agent systems.
These systems interact with dynamic environments, external tools, and end users, meaning failures can be subtle, behavioral, and costly. Without them, behavioral failures slip through even when systems look “healthy.” AI monitoring requires evaluating the quality of responses, something that isn’t always straightforward. They can produce wildly different outputs for the same input depending on […]