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Rerunning Karpathy's Lord of the Rings world-building with no token cap

The author reran Karpathy's Lord of the Rings world-building experiment with Opus 5.5 and no token limit, producing far better results than Opus 5 but burning $252 in tokens.

Layton Gott
@Layton_GottArchived 2026.09.26Originally posted 2026.09.26
Layton Gott @Layton_GottOriginally posted 2026.09.26
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I just reran Karpathy’s Lord of the Rings experiment with Opus 5.5... Karpathy capped Opus 5 at 1M tokens, around $10. this time I gave Opus 5.5 no token cap at all. same basic setup: > first paragraph of LOTR > let it build the world > let it run for hours and it absolutely destroyed Opus 5. the result looks WAY better. it also burned through $252 worth of tokens lol.

This post quotes another post: x.com/karpathy/status/2083749667410727319

x.com/layton_gott/status/2103632815677944206Archived 2026.09.26 10:20