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What is G-Eval / LLM-as-a-judge, and how do you make it reliable?

LLM-as-judge is how you grade open-ended generation at scale, and G-Eval formalized it. The signal is naming the biases that make raw judge scores untrustworthy and showing exactly how you harden them.

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

LLM-as-judge is how you grade open-ended generation at scale, and G-Eval formalized it. The signal is naming the biases that make raw judge scores untrustworthy and showing exactly how you harden them.

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