Make benchmark evidence the gateway to an agent workflow
The decision rule: first a verifiable task, then more autonomy
Limit the initial pilot to one subtask and determine in advance which outcome is useful, which error warrants stopping, and who makes the decision. The NIST draft structures automated benchmark evaluations around defining evaluation objectives and benchmarks, conducting evaluations, and analyzing and reporting results. This provides a useful sequence for an internal pilot, but not evidence that a particular agent performs better in drug discovery. A demo can be a reason to test; on its own, it is not grounds for expanding autonomy.
Assess the measuring stick behind the score as well
A score says something only within the chosen benchmark. Stanford presents a framework for assessing the quality of AI benchmarks and applies it to 24 benchmarks. The same passage states that benchmark quality has so far received only limited systematic study. So, before making a decision, ask whether the test task approximates the real objective, which relevant errors are missing, and how the result will be interpreted. The passages provide no threshold value, model comparison, or statement about clinical, chemical, or commercial applicability.
Capture the pilot on a single evaluation card
Use this evaluation card for each subtask: For each subtask, record the intended outcome, chosen benchmark, relevant error threshold, human reviewer, reporting moment, and decision on expansion.
What this pilot does and does not substantiate
The supplied passages concern benchmark evaluation and quality; they provide no evidence that a specific agent workflow, benchmark score, or approach in drug discovery leads to better scientific, clinical, or commercial outcomes. Therefore, treat the card as an internal working tool for making a decision traceable, not as a validated protocol. Expand autonomy when the pre-established outcome, error threshold, and human assessment together warrant it; also document when the pilot provides an insufficient answer.
