Core ideas
Experiments and candidates
Test better ways of running the agent.
Experiments compare candidate agent setups against the current setup.
excellent experiment startExpected result: Excellent records the candidate diff and the tasks used for comparison.
Candidates may change instructions, model selection, tool descriptions, context, checking, retrying, and stopping rules.
If a candidate sees the held-out tasks or lacks required evidence, it is invalid.