Intel Retrieval Augmented Generation (RAG) Utilities

DSPy: The framework for programming—not prompting—language models

🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.

Answer questions against collections stored in LLM using Retrieval Augmented Generation

Machine Learning Engineering Open Book

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

Tree of Attacks (TAP) Jailbreaking Implementation

⚡ Vigil ⚡ Detect prompt injections, jailbreaks, and other potentially risky Large Language Model (LLM) inputs

The Security Toolkit for LLM Interactions

PyGPTPrompt: A CLI tool that manages context windows for AI models, facilitating user interaction and data ingestion for optimized long-term memory and task automation.

DeepSeek LLM: Let there be answers

ElasticSearch agent based on ElasticSearch, LangChain and ChatGPT 4

Adversarial Machine Learning (AML) Capture the Flag (CTF)

Detect file content types with deep learning

🐙 Guides, papers, lecture, notebooks and resources for prompt engineering

Blazing fast topic modelling for short texts.

CALDERA plugin for adversary emulation of AI-enabled systems

a CLI that provides a generic automation layer for assessing the security of ML models

NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.

the LLM vulnerability scanner

[ICML 2024] COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability

The Python Risk Identification Tool for generative AI (PyRIT) is an open source framework built to empower security professionals and engineers to proactively identify risks in generative AI systems.

fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.

This repo includes ChatGPT prompt curation to use ChatGPT and other LLM tools better.

Neovim plugin for GitHub Copilot

Awesome papers about unifying LLMs and KGs

A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.