AAAI2026

PortfolioPilot: An Agentic Platform for Financial Portfolio Management Algorithm Development and Evaluation

Jared Chan Xu Yang, Haokai Ma, Yunshan Ma

摘要

Portfolio management, the process of selecting investments to meet specific objectives, has increasingly turned to PHP for its robust capabilities in analysing data and creating visual representations. With PHP libraries like PHP-ML and PHP Data, investors can gather and analyse investment data, while visualization tools like Chart.js and FusionCharts help them understand their investments' performance and identify areas for improvement. Advanced analytics techniques supported by PHP have greatly influenced investment practices by improving the accuracy of risk and return predictions and helping investors build portfolios tailored to their needs. However, challenges remain, such as ensuring transparency in models and reliability of data. Notable applications of PHP in portfolio management include credit assessment and financial prediction, offering investors valuable insights to make informed decisions.