workflows, tool use, and multi-step reasoning Develop and improve models across text, vision, and structured data, including fine-tuning and hybrid ML + LLM approaches Work with hosted and self-hosted models and contribute to decisions on model selection, performance, and cost Write clean, maintainable Python and contribute … production Clean, testable Python, solid software design, and experience working in production environments Experience with traditional ML, such as gradient boosting, and/or LLM systems, including prompting, tool use, evaluations, and agents Ability to reason about trade-offs involving accuracy, latency, cost, and reliability, and design accordingly SQL, pandas ...