Merit CEO Brendan Foody: Astra tops enterprise evals but lags academic benchmarks like Artificial Analysis

danintheory · x · 2026-09-05

Brendan Foody says Astra ranks at the top of almost all of their enterprise evals while lagging on academic benchmarks such as Artificial Analysis. He predicts it will be the first of many models to move away from the 'myopic focus on academic evals,' signaling a decoupling between real enterprise task performance and leaderboard scores.

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