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SAFe Done Right

SAFe is not a compliance checklist. Connect scaled structures to flow principles and actual business outcomes.

SAFe implementations frequently devolve into heavy, top-down bureaucracy. Below, I outline how to keep the framework focused on systems thinking, flow economics, and actual business outcomes.

How to Customize Your SAFe for the AI Age

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How to Customize Your SAFe for the AI Age

Most of your scaling apparatus is now optional. Your first principles are not. How to customize SAFe for AI-native, spec-driven development and continuous descaling.

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