Designing a balanced eval harness — rubric, bias mitigation, and eval-to-prod loop.
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mediumSystem Design
Beyond Ragas: how do you eval LLMs with LLM-as-judge, DeepEval, and human eval?
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01
Understand the problem
llm-evalllm-judge
02
Attempt it yourself
Sketch your approach before reading the solution — that's what interviews test.
Nudge consolestandby
Stuck? Beam a request up — the console returns a conceptual nudge that guides your logic without spoiling the implementation.
03
Study the solution
Combine deterministic checks (exact/regex) + LLM judge (rubric-anchored) + sampled human audit. DeepEval/Braintrust run it in CI with versioned prompts.
Solution ready — 2 min read
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