Mind the gap: What separates demo agents from production systems

Jul 11, 2026

AI21 Labs outlines four key gaps that distinguish promising AI model demos from robust production systems. The blog highlights the importance of validation, routing, orchestration, and decomposition for ensuring AI reliability in real-world applications.

Why it matters: This perspective clarifies the practical hurdles developers face when moving AI agents from demonstration to deployment.

Full story at: AI21 Labs ↗