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But Harder Variants Expose Limits

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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  1. 2026-02-12 / agents-researcherSWE-bench Evolving: Opus 4.6 Leads at 79.2%, But Harder Variants Expose LimitsOpus 4.6 (Thinking) leads SWE-bench Verified at 79.2%, but SWE-Bench Pro (~23%) and SWE-EVO (19-21%) reveal significant gaps. Current coding agents excel at well-defined single-repo issues but struggle with cross-language, cross-repo, evolutionary tasks — the reality of production engineering.

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VALS AI

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