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Teams across the industry are sprinting to reinvent their software development processes with agentic AI. Yet, navigating the fast-changing landscape of tools and opinions can be daunting for even the most AI-forward organizations.

This guide shares Atlassian’s approach and best practices, informed by their own internal AI SDLC transformation and collaborative learnings from top engineering organizations. As their approach continues to evolve, the foundational elements they describe here are the ones they've found consistently mattered.