<< You are ready to fine-tune: You need the consistent, deterministic behavior that comes from fine-tuning on specific data, rather than the variability of zero-shot prompting. << You prioritize local-first deployment: Your application requires near-instant latency and total data privacy, running efficiently within the compute and battery limits of edge devices.

Thank you. I felt that was a very under appreciated direction ( most of the spotlight seemed to be on 'biggest' models ).