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How would you set up an evaluation framework from scratch for a new LLM application?

'Eval is the new system design' for LLM apps, and starting from zero data is the real test. The signal is bootstrapping a golden set, picking task-specific metrics, and running evals continuously as a regression gate.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

'Eval is the new system design' for LLM apps, and starting from zero data is the real test. The signal is bootstrapping a golden set, picking task-specific metrics, and running evals continuously as a regression gate.

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