Silent Failures: AI Agents Getting Stuck

In traditional software, failures are loud. In LLM multi-agent systems, they are rarely loud. Instead, they fail silently.

If an agent hits a 403 error, it doesn't crash. It hallucinates missing data, weaves it into the final response, and swallows the error.

Wrap tool calls in OpenTelemetry spans. Log exact inputs, outputs, and errors using Azure Monitor to turn black boxes into auditable state machines.