IBM and Vanguard investigated variational quantum algorithms for portfolio construction under real-world constraints (liquidity, costs, risk). This signals that blue-chip finance is moving beyond theory into pilot-grade optimization experiments.
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Hybrid quantum-classical routines to search allocations and stress test outcomes across scenarios, aiming for better risk-return balance with more scenarios per day.