Javier Mancilla Montero

@javiermancillam

Quantum Computing and Machine Learning specialist with over 15+ years of experience. Ph.D. in Quantum Computing and Master in Data Management. Certified in quantum technologies by BIMTECH, MIT xPro, KAIST, IBM, and Saint Petersburg University. 35+ machine learning and AI projects and 5+ quantum software application prototypes executed.

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SquareGen

🇺🇸 United States

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Joined: June 2024

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Javier Mancilla Montero's tools

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  SquareGen

  LLM-powered credit scoring that outperforms classical models.

  Credit scoring

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  Paul

  🙏 1 karma

  Mar 11, 2026

  @SquareGen

  Really interesting approach with SquareGen. Quick observation: the product is framed as LLM credit scoring, but lenders don’t buy models — they buy lower default rates. If a lender with a $100M book drops defaults by even 1%, that’s ~$1M saved annually. Positioning around credit loss reduction could massively change the commercial narrative. Happy to share a few thoughts.

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  🇺🇸 United States

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