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This is very cool. But also, it’s a benchmark/result for a very specific experiment/task: identity resolution

Despite the title, the article is not making claims of, or demonstrating general usage improvements or general coding agent improvements

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Not hard to test. I wired a “judge” into my existing Jev setup and… it works. I was able to trim my prompt down to the basics without “engineering” and have my entire test suite pass. Best I could get before was 1 failure, with an extremely brittle prompt. Like, adding a comma where grammatically appropriate broke 10 more tests.

Agreed, though many kinds of tasks are likely to benefit from this pattern, YMMV.

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