rag

AI-powered platform for OSINT intelligence analysis. Features archive discovery with hypothesis-driven investigation, GLiNER entity extraction, Mapbox geospatial visualization, network analysis, and document processing. Built with FastAPI, Next.js, Weaviate, and DSPy.

Opinionated knowledge extraction and semantic retrieval for Gen AI applications.

Research framework that quantifies how steganographic obfuscation of embeddings defeats off-the-shelf statistical detection in RAG pipelines, paired with the VectorPin cryptographic-provenance defense

Predictive memory layer for AI agents. MongoDB + Qdrant + Neo4j with multi-tier caching, custom schema support & GraphQL. 91% Stanford STARK accuracy, <100ms on-device retrieval

完整的RAG技术教程 - 从基础概念到生产部署，系统化掌握检索增强生成技术。包含4个模块、20章内容、17个Jupyter Notebooks、6个企业级实战案例

Samples showing architectural patterns for Modular RAG using Spring AI and Ollama.

Code repository for AI Builders Bootcamp #1

AWS Certified AI Practitioner (AIF-C01) exam preparation

Universal memory runtime for AI agents

High level library for batched embeddings generation, blazingly-fast web-based RAG and quantized indexes processing ⚡

Sample Spring AI Application with several use cases

The GitHub Action for Promptfoo. Test your prompts, agents, and RAGs. AI Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.

This project aims to introduce and demonstrate the practical applications of RAG using Python code in a Jupyter Notebook environment.

Pinecone.io Golang Client

Free and open General Purpose Agent

A chat-based recommendation application that revolutionizes the culinary experience.

Fast search engine on object storage, with full text search, vectors, and SQL, natively on Parquet.

A local-first workspace for chat, private knowledge, artifacts, and isolated model-driven work. Self-hosted. Provider-flexible. Apache 2.0.

Pareto-optimal models for cleaning the web — fast, encoder-based main-content extraction from HTML.

Create and share chatbots with external knowledge ✨