How to Customize Your SAFe for the AI Age
Most of your scaling apparatus is now optional. Your first principles are not. A companion for leaders running SAFe while adopting AI-native, spec-driven development, and trying to tell the difference.
Tag: ai-delivery-lifecycle
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How to Customize Your Scrum for the AI Age
Is Scrum still relevant when agents write the code? Yes, and more than before, provided you are willing to customize it. A companion to the Scrum Guide walking the accountabilities, events, artifacts, and values for a team running an AI-native, spec-driven lifecycle.
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How to Customize Your Team Flow for the AI Age
A companion to the Kanban Guide for Scrum Teams for AI-native product teams. What changes in your Definition of Workflow, WIP limits, flow metrics, and Scrum events once agents do the building, and what happens to scaling when the old dependencies start dissolving.
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Do You Still Need Scaling Frameworks With AI?
AI speeds up delivery and thins out team-level dependencies. Scaling framework mechanics become optional; flow and WIP first principles matter more.
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Your Scrum Team Isn't Obsolete. It Got Smaller.
AI isn't killing Scrum. It's shrinking teams from cross-functional squads to 1-3 people — and that descaling collapses a lot of org complexity with it.
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Is Spec-Driven Development a Step Forward or Back?
Spec-driven development looks like a step backward if you read it as requirements theater. The better frame: the spec is a higher-level language for intent.