Develop and backtest quantitative trading models, analyze financial datasets, monitor live trading systems, and document research findings. Build agentic AI workflows and rapidly prototype research tools, trading applications, and data-driven systems using LLMs, coding agents, APIs, testing, version control, and cloud deployment. Apply advanced mathematics, statistics, investment strategy, and risk analysis to improve algorithmic trading performance.