Heterogeneous Agents in Production — Why Single-Model Setups Fail at Scale

After running heterogeneous AI agents in production for 18 months, we measured what single-vendor setups give up. The cost premium, the failure modes, and the team-level patterns that only work when you mix models on purpose.