On the Pareto frontier: Luna 5.6, Opus 5.5, Astra 6
Oct 22, 2026 · 2:14 PM UTC
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Astra 6 significantly outperforms all other models and gets closer than any other model to fully solving all bugs for one repository. This plot shows the distribution of % bugs resolved for every repository.
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It's quite interesting that Astra 6 is also cheaper than Sol 5.6. This is a combination of taking less turns and also consuming less input tokens (however note that it's different model generations, Sol 6 would have probably been cheaper)
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SWE-sweep is a joint effort across Meta FAIR, Meta TBD, Stanford, Harvard, UW.
@18jeffreyma @rahulkindi @YuxiangWei9 @jma__06 @sten_sootla @parth007_96 @thinkstepbystep @pengchengyin @magpie_rayhou @OfirPress @jyangballin
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