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    <title>Evals on Shubham Singh</title>
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      <title>Agent Evals: How to Know a Change Made Your Agent Worse</title>
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      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      
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      <description>Normal code has tests; agents need evals. What an eval harness is, the vocabulary that goes with it, how I would build one in Go for an SRE agent working against Kubernetes, why pass^k matters more than pass@k for ops, the tools that exist (and the one OpenAI is shutting down), the ways a harness&amp;#39;s numbers lie to you, and the habits that keep a suite useful.</description>
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