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    <title>Control Plane on Programmer.ie: Modern AI programming</title>
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      <title>Advanced Agents From First Principles 43: Who Controls the Agent? Build an Explicit Agent Control Plane</title>
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      <description>A production-agent architecture that separates control-plane policy from execution-plane reasoning: intent, competence, authority, placement, budgets, reliability, releases, security and escalation remain enforceable outside the model.</description>
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