IN AI AGENTS, TRACES ARE THE SOURCE OF TRUTH

Summary from the TLDR AI newsletter

In AI agents, the code only orchestrates models and tools, while real decision-making happens inside the model at runtime and cannot be understood by reading the code alone. Traces capture the actual reasoning steps, tool calls, errors, costs, and outcomes, making them the primary artifact for debugging, testing, optimization, and monitoring.