Generative AI is adversarially optimized to seem better than it is, warns Ivan Vendrov

dhadfieldmenell · x · 2026-10-29

Ivan Vendrov argues that nearly all of generative AI is adversarially optimized to appear better than it really is—via pre-training, RLHF, and benchmark hill-climbing. The quoted nostalgebraist passage notes that whatever can be formalized as an eval gets optimized, leaving the true gaps in what we feel but can't describe, so being right matters more than feeling scientific. Ruxandra Teslo adds she's bearish on a humanity that rates LLM 'slop' as Harold Bloom-level prose.

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