Constraint-First Evaluation

First used: 2026

Definition

An evaluation methodology that begins with real-world constraints (hardware, latency, context length, tooling) rather than abstract benchmark scores. Instead of asking ‘which model is best?’, asks ‘which model survives longest inside my actual workflow?’

Sources