Brooklyn’s robot analyst cuts costs by four-fifths

In tests, direct indexer’s model picks portfolios for review with near-perfect accuracy

Describing to Risk.net how large language models (LLMs) could transform hyper-personalised investing, Erkko Etula compares the models to the Nobel-winning economist Paul Samuelson.

Samuelson originated much of modern economic theory. But the comparison owes not to how much the models know, and instead to how they reason.

Etula, co-founder, CEO and CIO at startup Brooklyn Investment Group, worked for Samuelson and collaborated with him on several finance papers in the 2000s. The professor, he says

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