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Learn Rag With These Free Resources

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Rag

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Foundation Sprint

Tutorials + articles for fast ramp

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Design decisions and tradeoffs

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Planning, tools, memory patterns

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Evaluation, monitoring, deployment

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Builder Foundations

Start here for the quickest ramp from concepts to working systems.

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Agentic Systems

Learn planning, tool use, memory design, and orchestration patterns.

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Ship safely with evaluation, latency tuning, and reliability playbooks.

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Resource list

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Open Source

Chroma

Open-source project for rag, ai tools.

rag open-source +1
by Chroma View
Open Source

Milvus

Open-source project for rag, ai tools.

rag open-source +1
by Milvus View
Open Source

Weaviate

Open-source project for rag, ai tools.

rag open-source +1
by Weaviate View
Open Source

Qdrant

Open-source project for rag, ai tools.

rag open-source +1
by Qdrant View
Open Source

Ragas

Open-source project for rag, evaluation.

rag evaluation +1
by Ragas View
Open Source

Haystack

Open-source project for rag.

rag open-source
by deepset View
Open Source

LlamaIndex

Open-source project for rag, agents.

rag agents +1
by LlamaIndex View
Tutorial

Milvus Documentation

Step-by-step guide for rag, production, ai tools.

rag production +2
by Milvus View
Tutorial

Qdrant Documentation

Step-by-step guide for rag, production, ai tools.

rag production +2
by Qdrant View
Tutorial

Pinecone Vector Database Guide

Purpose-built vector database for AI applications. Powers semantic search, RAG, and similarity matching.

vector-search database +2
by Pinecone View
Tutorial

Building RAG Systems - Complete Guide

Retrieval Augmented Generation: combine vector search with LLMs for enhanced AI responses. Production-ready patterns.

rag vector-search +3
by Pinecone View
Tutorial

LangChain for LLM Applications

Build powerful LLM applications with LangChain. Chains, agents, memory, and RAG made simple.

langchain llm +3
by LangChain View