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๐ˆ๐ง๐ญ๐ž๐ซ๐ฏ๐ข๐ž๐ฐ ๐ŸŽ™๏ธ ๐…๐ข๐ง๐š๐ง๐œ๐ž ๐ข๐ฌ ๐š ๐ฐ๐จ๐ซ๐ฅ๐ ๐จ๐Ÿ ๐ซ๐ž๐ฉ๐ž๐š๐ญ๐š๐›๐ฅ๐ž ๐ฉ๐ซ๐จ๐œ๐ž๐ฌ๐ฌ๐ž๐ฌ - Gen AI breaks that assumption

๐Ÿ”” ๐‡๐ข๐ญ ๐’๐”๐๐’๐‚๐‘๐ˆ๐๐„ ๐›๐ฎ๐ญ๐ญ๐จ๐ง ๐š๐ง๐ ๐›๐ž ๐ญ๐ก๐ž ๐Ÿ๐ข๐ซ๐ฌ๐ญ ๐ญ๐จ ๐ ๐ž๐ญ ๐ง๐ž๐ฐ ๐ฏ๐ข๐๐ž๐จ๐ฌ ๐ŸŽฌ ๐’๐ญ๐š๐ฒ ๐ญ๐ฎ๐ง๐ž๐ ๐จ๐ง ๐ฎ๐ฉ๐œ๐จ๐ฆ๐ข๐ง๐  ๐ฏ๐ข๐๐ž๐จ๐ฌ ๐œ๐จ๐ฏ๐ž๐ซ๐ข๐ง๐  ๐ฏ๐š๐ซ๐ข๐จ๐ฎ๐ฌ ๐š๐ฌ๐ฉ๐ž๐œ๐ญ๐ฌ ๐จ๐Ÿ ๐Ÿ๐ข๐ง๐š๐ง๐œ๐ข๐š๐ฅ ๐ฆ๐š๐ซ๐ค๐ž๐ญ๐ฌ, ๐ญ๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ฒ, ๐ก๐ž๐š๐ฅ๐ญ๐ก๐œ๐š๐ซ๐ž, ๐š๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐ข๐š๐ฅ ๐ข๐ง๐ญ๐ž๐ฅ๐ฅ๐ข๐ ๐ž๐ง๐œ๐ž ๐š๐ง๐ ๐ฆ๐จ๐ซ๐ž! Join us on this journey of knowledge and innovation at the BERYL ELITES conference!

On May 2 we interviewed Peter Hafez, Chief Data Scientist at Marbella, Spain based RavenPack for an exclusive deep dive into AI-powered financial research. ๐๐ข๐ ๐๐š๐ญ๐š.๐œ๐จ๐ฆ ๐ข๐ฌ ๐š๐ง ๐€๐ˆ-๐ฉ๐จ๐ฐ๐ž๐ซ๐ž๐ ๐Ÿ๐ข๐ง๐š๐ง๐œ๐ข๐š๐ฅ ๐ซ๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก ๐ฉ๐ฅ๐š๐ญ๐Ÿ๐จ๐ซ๐ฆ ๐Ÿ๐ซ๐จ๐ฆ ๐‘๐š๐ฏ๐ž๐ง๐๐š๐œ๐ค, launched in 2024. It acts like a โ€œ๐˜Š๐˜ฉ๐˜ข๐˜ต๐˜Ž๐˜—๐˜› ๐˜ง๐˜ฐ๐˜ณ ๐˜๐˜ช๐˜ฏ๐˜ข๐˜ฏ๐˜ค๐˜ฆ,โ€ letting professionals analyze vast amounts of financial information using natural language.

Maxine Hoover of The Beryl Consulting Group asked Peter the hard questions:

๐Ÿ”น Your work sits at the ๐ข๐ง๐ญ๐ž๐ซ๐ฌ๐ž๐œ๐ญ๐ข๐จ๐ง ๐จ๐Ÿ ๐๐‹๐, ๐ฆ๐š๐œ๐ก๐ข๐ง๐ž ๐ฅ๐ž๐š๐ซ๐ง๐ข๐ง๐ , ๐š๐ง๐ ๐ช๐ฎ๐š๐ง๐ญ๐ข๐ญ๐š๐ญ๐ข๐ฏ๐ž ๐Ÿ๐ข๐ง๐š๐ง๐œ๐ž. What drew you to this intersection, and how has the thesis evolved?

๐Ÿ”น ๐‘๐š๐ฏ๐ž๐ง๐๐š๐œ๐ค ๐ฐ๐š๐ฌ ๐›๐ฎ๐ข๐ฅ๐๐ข๐ง๐  ๐ง๐ž๐ฐ๐ฌ ๐š๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌ ๐Ÿ๐จ๐ซ ๐Ÿ๐ข๐ง๐š๐ง๐œ๐ข๐š๐ฅ ๐ฆ๐š๐ซ๐ค๐ž๐ญ๐ฌ ๐ฅ๐จ๐ง๐  ๐›๐ž๐Ÿ๐จ๐ซ๐ž "๐€๐ˆ ๐ข๐ง ๐Ÿ๐ข๐ง๐š๐ง๐œ๐ž" ๐›๐ž๐œ๐š๐ฆ๐ž ๐š ๐œ๐š๐ญ๐ž๐ ๐จ๐ซ๐ฒ. What are the hardest-won lessons from those earlier years that still shape how you and the team build today?

๐Ÿ”น ๐“๐ก๐ž ๐š๐ฅ๐ญ๐ž๐ซ๐ง๐š๐ญ๐ข๐ฏ๐ž ๐๐š๐ญ๐š ๐ข๐ง๐๐ฎ๐ฌ๐ญ๐ซ๐ฒ ๐ข๐ฌ ๐ฆ๐จ๐ฏ๐ข๐ง๐  ๐š๐ฐ๐š๐ฒ ๐Ÿ๐ซ๐จ๐ฆ ๐ฉ๐จ๐ฅ๐ข๐ฌ๐ก๐ž๐ ๐š๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌ ๐›๐š๐œ๐ค ๐ญ๐จ ๐ซ๐š๐ฐ ๐๐š๐ญ๐š. Why is that happening now, and who benefits more from the shift โ€” buyers or vendors?

๐Ÿ”น ๐…๐ข๐ง๐š๐ง๐œ๐ž ๐ข๐ฌ ๐š ๐ฐ๐จ๐ซ๐ฅ๐ ๐จ๐Ÿ ๐ซ๐ž๐ฉ๐ž๐š๐ญ๐š๐›๐ฅ๐ž ๐ฉ๐ซ๐จ๐œ๐ž๐ฌ๐ฌ๐ž๐ฌ: rebalances, reports, risk runs โ€” where determinism is a requirement. Gen AI breaks that assumption. How do you reconcile those two worlds?

๐Ÿ”น ๐…๐ข๐ฏ๐ž ๐ฒ๐ž๐š๐ซ๐ฌ ๐Ÿ๐ซ๐จ๐ฆ ๐ง๐จ๐ฐ, ๐ฐ๐ก๐ž๐ซ๐ž ๐ข๐ฌ ๐ญ๐ก๐ž ๐ซ๐ž๐š๐ฅ ๐ฆ๐จ๐š๐ญ ๐ข๐ง ๐Ÿ๐ข๐ง๐š๐ง๐œ๐ข๐š๐ฅ ๐€๐ˆ: data, models, distribution, or something else โ€” and how is Bigdata.com positioning for it?

๐๐ข๐ ๐ƒ๐š๐ญ๐š.๐œ๐จ๐ฆ ๐จ๐Ÿ๐Ÿ๐ž๐ซ๐ฌ ๐š๐œ๐œ๐ž๐ฌ๐ฌ ๐ญ๐จ ๐จ๐ฏ๐ž๐ซ ๐Ÿ๐ŸŽ ๐ฒ๐ž๐š๐ซ๐ฌ ๐จ๐Ÿ ๐๐š๐ญ๐šโ€”๐ข๐ง๐œ๐ฅ๐ฎ๐๐ข๐ง๐  ๐ง๐ž๐ฐ๐ฌ, ๐ž๐š๐ซ๐ง๐ข๐ง๐ ๐ฌ ๐œ๐š๐ฅ๐ฅ๐ฌ, ๐Ÿ๐ข๐ฅ๐ข๐ง๐ ๐ฌ, ๐š๐ง๐ ๐ฆ๐š๐ซ๐ค๐ž๐ญ ๐ฌ๐ž๐ง๐ญ๐ข๐ฆ๐ž๐ง๐ญโ€”and allows users to deploy custom AI agents to automate research tasks like portfolio monitoring and trend detection.

For a look at our impressive lineup of past panels and speakers ๐Ÿ’ก covering both public and private markets, ๐ฏ๐ข๐ฌ๐ข๐ญ ๐จ๐ฎ๐ซ ๐๐ž๐ซ๐ฒ๐ฅ ๐„๐ฅ๐ข๐ญ๐ž๐ฌ ๐œ๐ก๐š๐ง๐ง๐ž๐ฅ, ๐ง๐จ๐ฐ ๐ฐ๐ข๐ญ๐ก ~๐Ÿ,๐ŸŽ๐ŸŽ๐ŸŽ ๐ฏ๐ข๐๐ž๐จ๐ฌ ๐š๐ง๐ ๐Ÿ๐ŸŽ๐ŸŽ,๐ŸŽ๐ŸŽ๐ŸŽ ๐ฌ๐ฎ๐›๐ฌ๐œ๐ซ๐ข๐›๐ž๐ซ๐ฌ, including managers, allocators, investment bankers, and members of the buy & sell side community.

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