Chat with ML, security, and DevOps teams to map pain points Turn feedback into concise specs and quick prototypes Build React UI, Node.js/TypeScript APIs, and Python plug-ins Own end-to-end delivery from design to docs Add tests, refine types, and optimize evaluation pipelines Improve CI/CD, linting, and release automation Mentor mid-level and senior engineers Set technical standards and best practices Lead architectural discussions Foster a culture of learning Review community PRs Mentor contributors Polish docs Demo new features