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AyoKoding

Artifact: Methodology Fit Across Three Contexts

Methodology-to-context mapping -- exercises co-02.

ContextMethodologyDriving context property
Infusion-pump firmware, FDA design-controlled, requirements locked by regulation before coding startsWaterfallCost of course-correction after the fact is enormous (a physical device recall), and requirements are stable and externally mandated up front.
A subscription-box startup's personalization engine, still finding product-market fitScrumHigh rate of requirement change, driven by ongoing user feedback, with an engaged product owner able to reprioritize every sprint.
An internal IT helpdesk fielding unpredictable incoming ticketsKanbanWork arrives continuously and unpredictably, with no natural iteration boundary; flow and WIP limits matter more than sprint-shaped commitments.

Last updated July 13, 2026

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