run_error

LLM applications exhibit elevated error rates (API failures, rate limits, tool call failures) without proactive notification, leading to degraded user experience before detection.

Multi-step agent workflows fail at specific tool invocation stages, but lack of granular tracing makes debugging difficult and prolongs incident resolution time.