What a benchmark cannot tell you
On the gap between a passing evaluation and a useful product.
The first result looked excellent. Accuracy climbed, latency stayed inside budget, and the dashboard was satisfyingly green. Then three people tried the feature and asked three questions the benchmark had never considered.
The score is not the system
A benchmark is evidence about one defined behavior. It is not a certificate of usefulness. Production adds context, hesitation, partial inputs, and goals that do not arrive as clean JSON.
const evidence = benchmark.observe(system)
const decision = fieldNotes.revise(evidence)Field observation: The evaluation should grow alongside what you learn from real encounters with the system.
The most useful failures are often not low scores. They are mismatches between what a system optimized and what a reader believed it would do.