Apply a solid software engineering background from backend, platform, cloud, data, or similar roles to design, build, document, test, review, and evolve production-ready solutions. Python, GitHub-based version control, RAG, vector databases, Docker, Terraform, and cloud-native patterns are common foundations; GitHub Copilot, Vertex AI, FastAPI, LangChain, and Google ADK are technologies used by the team.