Qunhe Technology Quality Tech

Sep 29, 2026 · R&D Management

Verification: The Other Half of AI Development Efficiency

The author shares insights from QECon Shanghai, arguing that as AI accelerates code generation, verification becomes the critical bottleneck; continuous validation across the lifecycle, expanded test scope, organizational feedback loops, and token-aware metrics are needed to turn raw generation speed into sustainable engineering capability.