Generation-verification gap

The asymmetry that checking a candidate answer is often cheaper and more reliable than producing it, which is why sample-and-verify and multi-model jury pipelines outperform trusting a single generator.

grounded in: HN trend 2026-07-14: builders wiring multiple LLMs into voting juries to produce and verify structured data instead of trusting one model.

Connected concepts

LLM jury, Best-of-N Sampling, Verification bottleneck, Self-Consistency, Schema-constrained generation