Strapped for tokens, user finds Opus 5 Medium beats Opus 5 Max on experience

RileyRalmuto · x · 2026-09-12

Forced onto a token budget for a day, the author discovered Opus 5 Medium is "very very good" — a far better experience than Opus 5 Max — completing a full day of work on just 6% of the weekly Opus allowance (3% with Fable). His hypothesis: as models get smarter, they overthink and ruminate into decoherence, much like humans second-guessing their own intuition. Smarter tiers don't always mean better experiences.

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