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GenAI-Showcase

MongoDB's collection of example notebooks, sample applications and workshops covering retrieval-augmented generation, AI agents and industry-specific generative-AI use cases, with MongoDB acting as vector store, operational database and memory provider.

GenAI-Showcase

MongoDB's GenAI Showcase is a large collection of examples for building generative-AI applications, aimed at people just starting with generative AI as well as those building advanced applications. It is organized into Jupyter notebooks covering retrieval-augmented generation, agentic applications and evaluation; JavaScript and Python sample applications and demos; self-paced hands-on workshops; and contributions from MongoDB's AI partners.

The examples show how MongoDB integrates into RAG pipelines and AI agents, acting as a vector database, an operational database, and a memory provider, and running any of the notebooks or apps requires connecting to a MongoDB Atlas cluster.

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  • BootLife

    github.com

    Conway's Game of Life implemented to run directly from a 512-byte x86 boot sector in assembly, using VGA memory itself as the simulation grid.

  • A technical blog post deriving the Y combinator as a composition of combinator birds in an array language, and examining how eager evaluation changes fixed-point recursion compared with the usual lazy telling.

  • System Design Atlas

    atlas-sysdes.vercel.app

    A free reference of worked system design problems with interactive architecture diagrams, covering ranked designs such as a feed, a chat app, a URL shortener, and a rate limiter, plus pages on the technologies behind them.