Model Optimization

This is a Hermes-native model-optimization workflow skill.

Why This Exists

model-optimization exists so a new model release triggers one repeatable, evidence-ordered process instead of ad-hoc edits: recognition proves what the router sees, official-first research separates contracts from folklore, trait-to-counter keeps calibrations concrete, and the measurement close keeps them honest.

Do Not Use When

• The user wants their own machine's model routing configured or providers connected; use model-setup.
• The goal is measurable performance of an application or system, not model handling; use ultraperf.
• The user wants benchmark-superiority or provider-readiness claims without measurements.

Examples

Good example: