Timeline-based care system with explicit domain… — AI Case Study

MEDTECH · timeline systems · medtech UX · state modeling · auditability

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Problem context

Timeline behavior needed to remain correct as complexity and data volume increased.

Constraints

  • Strict ordering guarantees
  • Documented edge cases
  • No UI-driven business logic

Engineering decisions

Decision: Domain-first timeline rules
Reason: Prevents UI drift and regression risks.
Trade-off:
Decision: Explicit handling of edge conditions
Reason: Keeps long-term behavior verifiable.
Trade-off:

System overview

Native mobile app; state machines; deterministic UI. No client logos.

Outcome

Maintainable timeline logic. Predictable behavior under change.

Engagement delivered under NDA. Details anonymized.