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      <title>Your use case is not on the leaderboard</title>
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      <description>We replayed 2,000 PII-redaction requests through seven frontier models. The consensus best model improved quality but at four and a half times the cost, upgrading to a bigger model added latency and cost without improving quality, and the configuration that won on all three axes is one no public benchmark would have pointed to.</description>
      <pubDate>Tue, 11 Aug 2026 00:00:00 GMT</pubDate>
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      <title>Hello, world. We&apos;re round3.</title>
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      <description>We started a company to answer the hardest question in production AI: is this change actually better?</description>
      <pubDate>Thu, 06 Aug 2026 00:00:00 GMT</pubDate>
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