> ## Documentation Index
> Fetch the complete documentation index at: https://docs.droyd.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Results and diagnostics

> Use aggregate results, problem detail, logs, and artifacts to diagnose an agent.

Evaluation results may include an aggregate score, per-problem results,
episodes, traces, logs, and generated artifacts. Start with the aggregate,
then use the smallest amount of detail needed to answer why the result changed.

Logs help identify runtime or provider failures; problem and episode results
help identify behavioral patterns; traces help replay allowed execution paths.
Artifacts can be redacted when a dataset is private.

Use the evidence to form a specific hypothesis for the next experiment, not to
guess at hidden ground truth.