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GPT-6 Astra vs Opus 5.5 head-to-head on the same bug

On the same bug, un-nerfed Astra found and fixed the issue on its own, while Opus 5.5 needed two or three corrections to diagnose it but proactively suggested more ways to prevent recurrence.

jinjingliang
@JinjingLiangArchived 2026.10.05Originally posted 2026.10.05
GPT-6 Astra vs Opus 5.5 head-to-head on the same bug (image 1 of 2)
GPT-6 Astra vs Opus 5.5 head-to-head on the same bug (image 2 of 2)
jinjingliang @JinjingLiangOriginally posted 2026.10.05
Open original on X

Put GPT-6-Astra and Opus-5.5 head-to-head on the exact same bug: GPT-6-Astra (un-nerfed) @ xhigh: - 🎯 Found the bug on its own with high precision. - Implemented a fix unprompted (likely due to the Codex harness). Opus-5.5 @ xhigh: - 👀 Needed 2–3 corrections before landing on the right diagnosis. - Saving grace: Proactively proposed more ways to help prevent the bug, which Astra didn't. This is just one example. For this particular one, GPT-6-Astra performed "smarter" than Opus-5.5, although it went in to implement a solution when I didn't ask for it. It could also be the harness that caused the difference.

x.com/jinjingliang/status/2106816809529917660Archived 2026.10.05 10:04