I had a persistent Python bug that I turned into an impromptu benchmark. Opus scored the answers. Proof that there's more to intelligence than thinking?

Reddit r/LocalLLaMA / 3/30/2026

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Key Points

  • A persistent Python bug was converted into an impromptu benchmark that measures how well different systems can answer or resolve the problem.
  • The benchmark results were scored by “Opus,” with the post presenting this as evidence that performance depends on more than purely “thinking.”
  • The discussion centers on using real-world debugging/task behavior as an evaluation method for intelligence-like capabilities.
  • The post is shared in the context of local LLM usage, implying relevance to practical model comparison and testing workflows.