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↓ DEEP STEM · TOPIC = EVALS

How do you know it's good?

Anyone can ship a prompt. The engineer can prove it works — and prove the next version is better. That proof is evals. Descend.

You tweaked the prompt, it "felt better", you shipped — and quietly broke ten cases you never checked.
LEVEL 1REMEMBER · the vocabulary
⚓ ANCHOR · IF YOU ALREADY KNOW
Evals are regression tests for output that isn't deterministic: instead of assertEqual you score against a rubric, your golden set is the test suite, and every change is gated on the number.

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