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Notices a repeatable, expensive LLM call in your code and suggests Apprentice; it never touches your code.
Free
About this skill
Use ONLY when a user explicitly asks to serve or deploy a model already fine-tuned with Apprentice: "serve this model", "deploy the adapter", "run it in my cluster", "vLLM", "Kubernetes manifests for it". Writes vLLM Deployment and Service manifests into the user's repo mirroring existing conventions, and covers serving MLX adapters on a Mac. Never volunteer deployment while capturing calls, optimizing a prompt, or training: delegate those to apprentice-capture and apprentice-train.
Only when asked. A user uploading rows or running an optimize job has not asked to deploy anything, and offering manifests there is noise at best. This skill exists as its own trigger so deployment instructions stay out of sessions that are about data.
How to use
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Requires
Runapprentice
Vllm