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Llama Cookbook - LLaMA Fine-tuning Framework

Advanced

Official comprehensive guide for LLaMA model inference, fine-tuning, RAG, and end-to-end use cases. Includes examples for domain adaptation and LLM applications.

llama llm fine-tuning inference rag peft loralib pytorch transformers nlp machine-learning meta ai

RAGFlow - Open-source RAG engine with Agent capabilities

Advanced

Deploy RAGFlow, a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs.

rag llm ai python elasticsearch minio redis mysql agents document-processing vector-database

Open WebUI - Self-hosted AI interface platform

Intermediate

Deploy Open WebUI, the extensible self-hosted AI platform supporting Ollama, OpenAI API, RAG, voice/video calls, and multi-tenancy.

ai llm ollama fastapi sveltekit self-hosted rag

Mem0: Universal Memory Layer for AI Agents

Intermediate

Open-source intelligent memory layer that gives AI agents persistent, personalized memory capabilities with multi-level context retention, semantic retrieval, and support for 20+ vector databases.

ai memory agents rag vector-database llm embeddings python qdrant openai personalization

Dify: Production-ready agentic workflow platform

Intermediate

Build, deploy, and manage AI-powered agents and workflows with visual interface, RAG pipeline, comprehensive model support, and LLMOps capabilities.

ai llm workflow agents rag python react nextjs postgres redis celery vector-database

RagaAI Catalyst: Agent AI Observability and Evaluation Framework

Intermediate

Comprehensive platform for LLM project management, evaluation, tracing, and monitoring with support for agents, RAG applications, and multi-model AI systems.

ai llm observability evaluation tracing python agents rag guardrails red-teaming

Blinko: Self-hosted AI-powered personal note tool

Intermediate

Set up Blinko, an open-source AI-powered personal note taking tool with RAG-based search, privacy-first architecture, and multi-platform support.

ai notes rag self-hosted docker typescript tauri postgres privacy