Apprentice
Abhishek Samar Singh · Developer Tools
ChatGPTApp
Apprentice spots code that sends the same shape of request to a frontier model over and over, in a loop, a cron job or an endpoint. It shows you how to capture verified examples from calls you already make, then test whether an optimized prompt or a small fine-tuned model holds quality for less.
Rankings
Skills
apprenticeapprentice-captureapprentice-deployapprentice-train
Starter prompts
- Find repeatable frontier-model calls in this codebase.
- Could a smaller model handle the repeated LLM call in this file?
- Capture my LLM calls so I can verify them and improve this prompt.