Golden Set

Build an eval framework from scratch for three LLM products (support bot, code assistant, summarizer). Cover architecture, shared infra, per product customization, and six month failure modes.

A teammate asks what 'running evals' means in the LLM context. How would an engineer explain it without jargon?

Building a golden dataset for RAG eval from scratch: walk through the steps and name the mistake that wastes the most labeling budget.

Before shipping a prompt change, the lead says 'run it against the golden set.' What is a golden dataset and why does every team need one?

The model provider just updated the model behind the API endpoint. Describe the regression testing process before allowing traffic.

Design a golden eval set for a production RAG system serving a legal research product. Explain how you build it, how big it should be, what each example contains, and what you measure with it.

Design the post-FT eval suite for a customer support fine-tune

Which buckets MUST a post-FT eval suite include for a customer support fine-tune?

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Explain context recall in RAG evaluation and why it is more expensive than context precision

How do you integrate LLM eval into a CI/CD pipeline so regressions block merges?

Order the steps of an LLM CI/CD eval gate from trigger to decision

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