<p>Your AI system isn't going to crash. It's going to drift.</p> <p>A recommendation engine making 1.4 model calls instead of 1. A retrieval pipeline fetching 5 chunks instead of
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<h1> My Exit Rule Said '2 Periods' — My Code Was Counting Something Else Entirely </h1> <p>My funding-rate bot has an exit rule that reads like plain English:<br /> </p> <div
<p>Most developer security content is a checklist you'll never finish.</p> <p>OWASP Top 10. Rotate your secrets. Use HTTPS. Thanks, very helpful.</p> <p><strong>The real gap in
<p>A patch touches zero test files. No assertion changes, no new skips, no fixture edits. The suite goes green on the first run.</p> <p>Then someone opens the job duration graph
<p>I have a tool whose whole job is catching tools that lie.</p> <p>The idea is small. A lot of my scripts have a <code>--test</code> mode, and a <code>--test</code> is supposed
<ul> <li>GitHub repository: <a href="https://github.com/gezilinll/agent-grove" rel="noopener noreferrer">https://github.com/gezilinll/agent-grove</a> </li> <li>Online
<p>One of our rounds posted its receipt — the commit message and pull-request body that say what the round did, with the readings it took. <strong>Every figure in it was
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