Leo brown

Leo brown

Financial Planning and Analysis

About

I am a graduating Economics and Environmental Science double major at UC Santa Barbara with a unique blend of experiences meeting at the intersection of finance, sustainability, and AI. I have recently returned from overseas where I was studying abroad in Berlin, Germany, and interning at YUKKA Lab, a Berlin-based AI financial intelligence startup. I worked directly with the CEO to build investment signal taxonomies, benchmark ESG controversy scoring against industry leaders like RepRisk and MSCI, created onboarding decks for new clientele, and supported AI-driven risk monitoring for both institutional and private investor.

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Tastemaker
Tastemaker

Forums

9h ago

When should an AI agent act immediately — and when should it ask first?

I ve been thinking about a product-design problem that seems simple at first, but gets complicated very quickly:

When should an AI agent just do the thing and when should it stop and ask for confirmation?

The more actions an agent can take, the more useful it becomes.

But the more autonomy you give it, the more important trust becomes.

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