Aegis | AI Evaluation Platform reported that 640 runs of the same input, same output, and same metric configuration resulted in a mean bias score sliding from 28 to 72 after the judge changed.

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640 runs. Same input, same output, same metric configuration. The only thing that changed was the judge. This got the mean bias score to slide from 28 to 72. The spread…

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About Aegis | AI Evaluation Platform

Aegis is an AI evaluation and monitoring platform for teams building GenAI-powered products. We help companies measure model behaviour, detect regressions, benchmark prompts, and make release decisions based on evidence - not intuition. From pre-release testing to production monitoring, Aegis gives product and engineering teams the confidence to ship AI systems at scale. Aegis was created by the team behind Strongbytes.

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