Tool-Rich Agents Demand Execution Traces

Inference: As agents alternate between reasoning, programmatic tool calls, parallel subagents, computer use, long-running workflows, and preserved state, prompt logs stop describing the system that actually acted. Production observability therefore needs execution traces spanning tool choices, state changes, costs, retries, approvals, and outcomes.