Multi-Agents for Optimal Equity Portfolio Construction

Behavioural Finance, LLM Debates, Drama and Adaptive Quantitative Methods

We all know Superbill can always be improved. One of those aspects is portfolio construction, i.e., the act of balancing return, risk, and market realities in the face of uncertainty. And I don’t mean Markowitz’s mean-variance optimization, that’s the easy part. Per Nvidia’s 2025 State of AI in Financial Services Report, 25% of respondents reported tha…