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Choose Development Methodology for Delivery

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Problem

Scenario

You're leading a software engineering initiative and need to decide how the team should work so delivery is predictable and stakeholders stay aligned.

Question

What methodologies do you apply for software development, and how do you decide when to use approaches like Agile or Scrum versus a more structured model?