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GitLab Transcend - Intelligent orchestration
Probability calculation
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Paul🙏 27 karmaMar 11, 2026@SquareGenReally 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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The tutor mode is amazing. It helped me understand the equation and how I can solve it step by step with the explanation.
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Solve Math Problems Instantly with AI-Powered Step-by-Step ExplanationsOpenI like the AI Math Solver for my math problem.
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GitLab Transcend - Intelligent orchestration
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Site is a little slow but the formulas are almost perfect. Huge Excel guy here. A lot of these suck.
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It solved a tricky question at the first instance. Although, when I asked this question again, it missed it just by an inch. 4/5, highly recommended.
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For some problems, it does a good job of calculations and video explanation. However, for some, the drawings are not correct, and it left out a part of the calculation in the video (although it does calculate correctly at least). This would be confusing. An example was where I asked it to calculate the area of a circle inside of a right-angle triangle. It drew the circle outside of the triangle, and then in the calculation, it did not have the square root of a^2 b^2 to find c, but at least did that. If the tool is to be effective, it needs to be clear and accurate in order to not create further misconceptions.
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