Python script demonstrating the process of recovering text from embeddings, highlighting the associated privacy risks and mitigation strategies in dense retrieval systems.

GenAI Cookbook

Beyond Vectors: Augment LLM Capabilities with MongoDB Aggregation Framework and CrewAI

This repository provides a flexible and customizable implementation of an advanced conversational AI agent, allowing you to leverage the capabilities of your preferred LLM provider without the need…

This repository provides a basic implementation of self-attention. The code demonstrates how attention mechanisms work in predicting the next word in a sequence. It's a basic implementation that de…

Metadata filtering in RAG application

🔥 Turn entire websites into LLM-ready markdown or structured data. Scrape, crawl and extract with a single API.

UI for testing semantic search approaches using MongoDB Atlas

Generative AI suite powered by state-of-the-art models and providing advanced AI/AGI functions. It features AI personas, AGI functions, multi-model chats, text-to-image, voice, response streaming, …

Make function calling with LLM easier

Using MongoDB Atlas ActionWeaver, we can build a user proxy agent that efficiently retrieves and ingests relevant information. This agent presents the data to the user in an interactive and custo…

Provision MongoDB Atlas Cluster on Azure accessed by Private Link using Terraform

Via a single command run a MongoDB Sharded Cluster on a set of Docker containers on your workstation

Atlas App Services React GraphQL Starter Kit

Demo for using the MongoDB GraphQL Endpoint with Apollo Client in React

A complete app utilising React.JS and Tensorflow.JS for real time object detection using COCO SSD.

Streisand sets up a new server running your choice of WireGuard, OpenConnect, OpenSSH, OpenVPN, Shadowsocks, sslh, Stunnel, or a Tor bridge. It also generates custom instructions for all of these s…