Flat Logs Hide AI Agent Failure Causes

Flat logs cannot trace AI agent failures across tools, retries, handoffs, and parallel branches. The final error, like "Tool execution failed: analyze_data," lacks context on which agent triggered it, whether it was a retry, or if retrieval returned partial data.