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AI‑Native SDLCMaturity Matrix

60 practices, 4 perspectives, 5 levels - the opinionated map of how organizations actually go from first Copilot license to self-driving codebase. Built from dozens of real engineering engagements.

60 practices4 perspectives5 levels

Five Levels of AI Maturity

L1
Assisted
human writes human checks
Most teams stall here
L2
Delegated
agent writes human checks everything
L3
Systematic
agent writes the system checks
It works great here
L4
Governed
agent ships evidence decides
L5
Self-improving
the system changes itself humans audit

Every engineering team asks the same questions. What do we standardize first? When does agent infrastructure pay off? How do we know our delivery process is ready?

We built this matrix from real engagements - dozens of teams, startups to regulated enterprises. Not theory. Patterns that actually worked.

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