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Performed the same task on Opus 5.5. Opus 5.5 performed significantly better but used 10x more tokens. Opus also drew 3x faster than Astra.
34,940 просмотров • 2 дней назад •via X (Twitter)
Комментарии: 7

Looped transformers at work

part of why these look so 'inhuman' imo is there is no *progressive* commitment: no loose sketch, no commitment to form, no varied linework, no layered colours etc. the model sees a final output and takes the most direct route there with no change of mind along the way

The trade-off between intelligence and token usage is such a fascinating part of this release. We actually went deeper on the new models here:

the 10x token number is the real takeaway. if you're paying 10x per run for better spatial reasoning, the question is whether the task gets cheaper over time as the model gets efficient, or if drawing stays premium forever

Highly impressive. Question is which one cost more in daily/weekly usage though...

Make sure your not using opus max for anything.

A very interesting comparison! Do you think the performance jump justifies that 10x increase in token usage for most production tasks?


