Who you are 5+ years of software engineering experience, building and operating production systems Hands-on experience with AI/ML systems in production not just prototyping, but shipping, monitoring, and iterating Genuine fluency with AI-powered development tools you use them daily to move faster Experience designing agentic architectures: orchestration, multi-step workflows, RAG pipelines, fallback and error handling Strong evaluation instincts you define metrics, build test sets, and validate before shipping Comfortable across the full stack you move between prompt engineering, backend services, data pipelines, and infrastructure as needed High degree of independence you lead work from problem definition to production without waiting for detailed specs Excellent communication you flag risks early, give direct feedback, and collaborate openly Fintech or regulated-environment experience is an