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- Knowledge Base
- Murphy Online & University Systems
Spec-driven development (writing formal requirements, design documents, and tasks before code) gives AI coding tools like Kiro a clear, unambiguous target instead of a vague prompt, reducing hallucinated logic and costly rework. Before starting a spec-driven workflow, we recommended a Learn, Iterate, Plan workflow for getting the most out of Kiro's requirements, design, and tasks phases.
- Knowledge Base
- Murphy Online & University Systems
The University of St. Thomas ITS Cloud Team promotes AI-Assisted Engineering using well-established practices such as planning, requirements gathering, implementation, documentation, testing, and deployment (DevOps) over "vibe-coding" for official university projects.
- Knowledge Base
- Murphy Online & University Systems
An opinionated Internal Developer Platform like Atlantis makes deliberate choices about tooling and workflow so teams spend less time on infrastructure decisions and more on business logic. Key benefits: faster time to value, built-in best practices, and team consistency.
- Knowledge Base
- Murphy Online & University Systems
DevOps is a culture and practice that unifies planning, development, testing, and deployment into a continuous, collaborative loop.