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MongoDB - Build AI That Scales
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Llm models
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Enterprise-grade open-source AI inference at unlimited scale.Open

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One API to track mentions, sentiment, and visibility across top LLMs.Open

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Paul๐ 29 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. -
Great tool, easy to get started building AI-native apps, and it has a depth of features needed for production usage -
What a tool! Really well designed and thought of. Loved the comparison option. PS: The chatbot is too complicated .. please simplify
Other tools
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OpenAnythingLLM is easy to use, and allows us to build private databases using several (any) kinds of media (text, pdf, audio, etc) and use it as a source of knowledge for any LLM you might wonder to experiment!
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A fantastic tool for IPhone 16 Pro and other mobile phones. They just released the full suite of Dolphin ๐ฌ 3.0 models and I am impressed by the variety and functionality. Slowed the bigger you get in the parameter count but worth it for something able to be run in your pocket with no cloud calls. Cheap too! Good product.
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This is actually amazing. It has all the main features I need to be very efficient at my work.
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Prefect Idea! I love it. I just wish to keep up the good work
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MongoDB - Build AI That Scales๐๏ธ Database -
A huge disappointment. It fails standard tasks that Sonnet 3.5 completes with no issue. Iโll be skipping this version.
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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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Perfection. Completely local/offline, loads of different models, intuitive UI.
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It's just a one-time output, and the roast was good, but it could be better. It should be more like a debate between the user and the AI, not just a single roast.
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Hi there everyone! You might know us if you're familiar in the open-source space, but at Unsloth we do a lot of things. Mainly we help you fine-tune LLMs locally and help you run LLMs more efficiently and accurately. All of this is 100% local and of course open-source. We DO NOT have paid plans currently and everything is free and open-source. We also have a sub Reddit r/unsloth and very active Discord server so if you have any questions please do ask! Thank you! :)
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Itโs a fantastic tool that makes collaboration seamless and super productive by bringing AI-powered assistance directly into shared workspaces. Highly recommended!
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I am the founder of Heimdall and everything in this description about the product is incorrect.
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