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    <title>Agents Are Production Actors Now: The SDLC Needs a Control Plane</title>
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    <description>A new GitHub certification just exited beta, and its exam blueprint is a leading indicator worth reading closely: the industry has decided AI agents are production actors inside the software development lifecycle—and that they need supervision, evaluation, and accountability from the platform they already run on.</description>
    <pubDate>Mon, 27 Jul 2026 00:00:00 GMT</pubDate>
    <author>m@beacom.dev (Mark Beacom)</author>
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