evolutionary-change

Incremental refactoring prevents structural degradation by classifying changes into Normative, Medium, or Structural scopes. This ensures interventions are appropriately sized, maintaining CI health, test coverage, and build stability throughout the evolution process.

You need an Architectural Decision Record (ADR) for a Ktor dependency upgrade when the change is classified as Structural. The framework evaluates proposed gaps to determine if they are safe for immediate execution or require formal ADR-driven decision-making processes.

The best way to remediate technical debt while maintaining CI/CD safety thresholds is through incremental, normative changes. This approach enforces safety guardrails that integrate with project policies to preserve test coverage and build stability during execution.

Yes, the evolutionary change framework supports Kanban workflows by providing a structured strategy to classify and execute technical debt remediation. It ensures safe, incremental system improvements that align with continuous delivery constraints.

To evaluate if adding pagination is safe, the framework classifies the proposed gap's risk level. It determines whether the implementation is a Normative change safe for immediate execution or a Structural change requiring formal documentation.

Avoiding dramatic refactors prevents structural crises, quality degradation, and context loss. Incremental system improvements enforce normative changes that maintain compliance with established safety thresholds and prevent structural degradation.