1. Quantization Selection

For consumer GPU inference, choose Q4_K_M for a near-lossless balance of precision and speed. For high-precision coding and mathematical reasoning, deploy Q8_0 or FP16.

2. Automated Release Gate Enforcement

Never deploy an untested adapter directly into production. Enforce moro eval compare --gate-strict in CI before allowing promotion into production registries.

3. Continuous Lineage Backup

Archive .moro/state.db and release manifests alongside model weights to maintain verifiable regulatory compliance.