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Model launches, tooling shifts, and the industry arguments worth having — read the way a product team reads them. Not what shipped, but what it changes about how you spec, scope, and review.

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A new benchmark injects four kinds of ambiguity into 1,304 coding tasks. Every model degrades, none reliably locates the ambiguity, and none asks.

Galang Aulia · 5 min read
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