How to Debug Silent Failures in LLM Agents

LLM agents often fail silently, returning empty or wrong results without errors. Root causes include token budget exhaustion, tool schema drift, and unhandled exceptions. Developers can catch these by logging finish_reason, validating tool outputs, and wrapping tool calls in try-catch blocks.