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MongoDB - Build AI That Scales
๐๏ธ Database
Ml datasets
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Paul๐ 28 karmaMar 11, 2026@SquareGenReally interesting approach with SquareGen. Quick observation: the product is framed as LLM credit scoring, but lenders donโt buy models โ they buy lower default rates. If a lender with a $100M book drops defaults by even 1%, thatโs ~$1M saved annually. Positioning around credit loss reduction could massively change the commercial narrative. Happy to share a few thoughts.
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I have used this for several personal assistant applications and it works amazingly. Obviously it is still restricted to the flaws of any model you are using it with, but the ability to constrain prompts is incredibly helpful (especially when it comes to getting things like JSON format from the AI).
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Finally, an AI that makes fine-tuning simple and fast. No infrastructure, no coding, just results. This is exactly what the community needs!
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Really loved the concept to try out different databases with the Agent
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A huge disappointment. It fails standard tasks that Sonnet 3.5 completes with no issue. Iโll be skipping this version.
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