The Role of AI and ML in Software Testing.

Senior testing is about 'Quality Engineering'. It involves designing systems for testability and building resilient pipelines. You move from checking 'does it work' to 'how well does it scale, how secure is it, and how does it handle chaos'.

Senior experts look at the system as a whole. For instance, Contract Testing (Pact) allows microservices to evolve independently by ensuring the 'consumer' and 'provider' agree on the data format without needing both services online. We also use Chaos Engineering (Gremlin/Chaos Monkey) to inject failures into production to verify self-healing capabilities.