Build AI-native program-analysis systems that combine static/dynamic analysis and LLMs to detect and fix bugs, validate fixes against CI, index and retrieve code context, orchestrate review agents, and own production qualities like correctness, latency, cost, and security while working with customers and SonarQube integrations.