A cultural and technical transformation guide for healthcare engineering leadership transitioning from legacy waterfall to agile regulatory DevOps.
Software teams often build features quickly with the intention of 'adding regulatory compliance documentation' right before submitting to the FDA. This strategy almost always results in months of painful architectural re-writes when engineers discover missing traceability matrices or unverified SOUP dependencies.
How SaMDOps 'shifts compliance left': making regulatory validation checks part of everyday developer pull requests, so that compliance evidence accumulates organically during feature development.
Reviewing the transformation of a commercial cardiology AI startup: how automated SaMDOps pipelines compressed 510(k) preparation timelines while improving software quality.