Quality Engineering transformation Organizational resiliency Capture in pipelines of automation to stand the test of time and change. Build & Deploy Tests Living docs Feedback timing Shift left to build quality in. Shift right to loop in users. Shift down to target feedback. Examples Observability Time to feedback Scale and sustainability Control over scaling from business needs (cloud) while recognizing dimensions of cost. Replenishing info Speed Waste Social, roles and skills Testing is too important to be left for testers, and without testers. Collaboration. Domain expertise Developers test Facilitation Capabilities and habits Attention to security, performance, usability. Include accessibility, AI and open-source use. Value Quality attributes Regulation Customer involvement Testers as proxy users, real users complete feedback. Your business domain matters. Frequent release Spec by example Acceptance