Researcher: frontier agents build ugly frankenstein artifacts that beat anything humans design

DimitrisPapail · x · 2026-11-13

ML researcher Dimitris Papail argues that researchers love telling stories about elegant algorithms, but a frontier agent building bespoke solutions without human aesthetic biases will crush any human-made inference stack, optimizer, or model. Agents only care about hitting the reward, not the story—thanks to superhuman attention spans and tireless trial-and-error. He's repeatedly lost bets against this since March, and adds a spicy take: "the best optimizer is Opus 5.5."

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