A note on the projects examined: this is not a criticism of any individual developer. I do not know the author personally. I have nothing against them. I’ve chosen the projects because they are public, representative, and relatively easy to benchmark. The failure patterns I found are produced by the tools, not the author. Evidence from METR’s randomized study and GitClear’s large-scale repository analysis support that these issues are not isolated to one developer when output is not heavily verified. That’s the point I’m trying to make!
In under three minutes, on a MacBook Pro, with no GPU, no cloud, and no jailbreak, I had a RAG system confidently reporting that a company’s Q4 2025 revenue was $8.3M, down 47% year-over-year, with a workforce reduction plan and preliminary acquisition discussions underway.
，这一点在91吃瓜中也有详细论述
人 民 网 版 权 所 有 ，未 经 书 面 授 权 禁 止 使 用。谷歌是该领域的重要参考
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