Apprentice: small models that earn the job
Apprentice turns a repeatable frontier-LLM task into a small model you own: verify real examples into a gold set, optimize the prompt, fine-tune, and let it take traffic only after it beats the frontier on your own held-out eval. Rollback is one env var.