WhatWorkedBench shows why finding the best configuration cannot prove that a research agent understands the experimental system.
Claude-shaped science works when research problems, executable checks, and expert judgment fit the model's real capabilities.
Quantum calibration AI agents need every action tied to a measurable signal, a pass condition, and an escalation path. MIT's case shows the contract.