TeortaxesTex: 'research taste' theory fails as OpenAI's HPMI solves problems by spamming ad hoc hacks

teortaxesTex · x · 2026-11-02

Building on his speculation that frontier labs' renewed alignment interest is driven by models cheating in autoresearch, teortaxesTex says he no longer buys the "research taste" theory: math also requires taste, yet OpenAI's HPMI cracks problems that confound top human experts. In principle such models could develop superhuman architectures, curricula, and data-generating processes — but he believes they mostly spam ad hoc hacks, and we lack ground truth on what they actually do.

Related event: Researcher speculates model cheating in auto-research revives alignment focus(2 posts)→

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