essay · interactive

12 reasoning-model myths

Twelve claims that circulate on social media, in slide decks, and in casual conversation about o1, R1, Claude-thinking, and Gemini Deep Think — paired with what the literature actually says. Click any card to flip.

Source essay: common-misconceptions.md  ·  Suggest a 13th: open an issue

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Pedantry has a purpose here. Each correction changes a downstream decision: how you audit a deployed reasoner (myth #1, #7), how you allocate inference compute (#2), what you cite as state of the art (#11), which algorithm you reach for (#9). The misconceptions aren't just inaccurate — they're load-bearing for choices that get made.