Pinned Repositories
ai-self-attention
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 demonstrates the core concept of attention but lacks the complexity of more advanced models like Transformers.
chatdocs-mdb
Chat with your documents offline using AI + MongoDB Atlas Vector Search
Interactive-RAG
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 customizable manner, enhancing the overall user experience.
llm-reasoning-illusion
LLM's can't reason.
mdb-agg-crewai
Beyond Vectors: Augment LLM Capabilities with MongoDB Aggregation Framework and CrewAI
MDB-React-Protected-Routes-ContextAPI
Atlas App Services + React + GraphQL Starter Kit
the-prefect-agent
This project aims to develop a natural language interface (NLI) for Prefect workflows using generative AI (GenAI). The prefect agent will analyze user input, determine the appropriate Prefect flow to execute, and trigger the flow with the necessary parameters.
vanilla-agents
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 for additional libraries.
vectorization-101
Trigram hashing is a lightweight and efficient method for text vectorization, particularly useful in resource-constrained environments and real-time applications. It's also robust in handling noisy data due to its tokenization-free approach.
ranfysvalle02's Repositories
ranfysvalle02/mama-demo
ranfysvalle02/ai-self-attention
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 demonstrates the core concept of attention but lacks the complexity of more advanced models like Transformers.
ranfysvalle02/local-atlas-RAG
local Retrieval-Augmented Generation (RAG) environment with MongoDB Atlas and sample datasets
ranfysvalle02/MongoDB-Advanced-RAG
A starter RAG application for developers to learn and start building;
ranfysvalle02/firecrawl
🔥 Turn entire websites into LLM-ready markdown or structured data. Scrape, crawl and extract with a single API.
ranfysvalle02/mdb-agg-crewai
Beyond Vectors: Augment LLM Capabilities with MongoDB Aggregation Framework and CrewAI
ranfysvalle02/llm-reasoning-illusion
LLM's can't reason.
ranfysvalle02/strawberry-ai
Why can't LLMs count the `r` in STRAWBERRY? 🍓 AI language models are like those friends who always seem to have the right answer... until you ask them to count your change.
ranfysvalle02/the-prefect-agent
This project aims to develop a natural language interface (NLI) for Prefect workflows using generative AI (GenAI). The prefect agent will analyze user input, determine the appropriate Prefect flow to execute, and trigger the flow with the necessary parameters.
ranfysvalle02/vanilla-agents
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 for additional libraries.
ranfysvalle02/crewai-flask-autoresearch
In-depth exploration of Large Language Models (LLMs), their potential biases, limitations, and the challenges in controlling their outputs. It also includes a Flask application that uses an LLM to perform research on a company and generate a report on its potential for partnership opportunities.
ranfysvalle02/mongodb-graph
GraphRAG + MongoDB
ranfysvalle02/summwebsite
This repository is not intended to serve as the next 'library' for text summarization. Instead, it is designed to be an educational resource, providing insights into the inner workings of text summarization.
ranfysvalle02/ai-chatbot-mendable
A full-featured, hackable Next.js AI chatbot built by Vercel; hacked for Mendable
ranfysvalle02/event0
An open-source, free forever ticketing platform built on MongoDB Atlas; The best developer data platform out there.
ranfysvalle02/zoomapps-sample-js-mongodb
A Hello World Zoom App built with Vanilla JS + MongoDB Atlas
ranfysvalle02/autogen
A programming framework for agentic AI. Discord: https://aka.ms/autogen-dc. Roadmap: https://aka.ms/autogen-roadmap
ranfysvalle02/SuperAGI
<⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
ranfysvalle02/GenAI-Showcase
GenAI Cookbook
ranfysvalle02/mendable-orby
ranfysvalle02/ExternalBrain
Create an external brain for your facts, ask questions about it later
ranfysvalle02/reader
Convert any URL to an LLM-friendly input with a simple prefix https://r.jina.ai/
ranfysvalle02/elevenlabs-examples
ranfysvalle02/rag-arena-mdb
RAG Arena is an open-source Next.js project made by Mendable.ai that interfaces with LangChain to provide a RAG chatbot experience where queries receive multiple responses. Users vote on these responses, which are then unblurred to reveal the Retriever used, differentiating the chatbots by their data retrieval methods.
ranfysvalle02/slackbot-starter-kit
Saves you time by providing the foundational structure and handling core Slack interactions. Instead of starting from scratch, you can focus on the unique logic and features of your bot. The separation of Slack communication (slackbot.py) and response generation (rag-api.py) streamlines development and maintenance.
ranfysvalle02/prompt-inject-example
LLM Prompt Inject Example [FULL CODE]
ranfysvalle02/full-stack-fastapi-mongodb
Full stack, modern web application generator. Using FastAPI, MongoDB as database, Docker, automatic HTTPS and more.
ranfysvalle02/atlas-hybrid-search
UI for testing semantic search approaches using MongoDB Atlas
ranfysvalle02/Interactive-RAG
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 customizable manner, enhancing the overall user experience.
ranfysvalle02/big-AGI-mdb
MongoDB meets big-AGI