An evolutionary architecture supports guided, incremental change across multiple dimensions, using fitness functions to turn architectural characteristics into automated, always-enforced guardrails.
Name the characteristics you must protect, then encode each as a fitness function and wire it into the pipeline or production monitoring. Use atomic structural tests for layering/coupling rules and holistic continuous monitors for runtime qualities like latency. Governance becomes code: rules are versioned and enforced on every change, not in review boards.
An evolutionary architecture supports guided, incremental change across multiple dimensions, using fitness functions to turn architectural characteristics into automated, always-enforced guardrails.
Name the characteristics you must protect, then encode each as a fitness function and wire it into the pipeline or production monitoring. Use atomic structural tests for layering/coupling rules and holistic continuous monitors for runtime qualities like latency. Governance becomes code: rules are versioned and enforced on every change, not in review boards.