Seatunnel alternatives for AI agents.

Retrieval and Retrieval-augmented LLMs

One delightful Ruby framework for every major AI provider. Build AI agents, chatbots, RAG apps, and multimodal workflows in beautiful, expressive code.

A blazing fast inference solution for text embeddings models

text2vec, text to vector. 文本向量表征工具，把文本转化为向量矩阵，实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型，开箱即用。

Fast State-of-the-Art Static Embeddings

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).

The collection of pre-trained, state-of-the-art AI models for ailia SDK

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

GPU-accelerated force graph layout and rendering

Persian NLP Toolkit

100+ Chinese Word Vectors 上百种预训练中文词向量

Solves basic Russian NLP tasks, API for lower level Natasha projects

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

Bringing BERT into modernity via both architecture changes and scaling

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

Incremental engine for long horizon agents 🌟 Star if you like it!