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LocalGraphAI Agents 101

Learn AI agent patterns hands-on — entirely on your machine. No cloud APIs, no costs, just you and the code.

LocalGraph

Quick Start

Get up and running in less than 5 minutes:

1. Clone the Repository

bash
git clone https://github.com/AbhinaavRamesh/langgraph-ollama-tutorial.git
cd langgraph-ollama-tutorial

2. Install Dependencies

bash
pip install -e .

3. Start Ollama (via langgraph-ollama-local)

bash
langgraph-local serve

Or install Ollama directly from ollama.ai and pull a model:

bash
ollama pull llama3

Learning Path

Four phases take you from fundamentals to advanced patterns:

PhaseFocusWhat You'll Learn
01Core PatternsChatbots, Tool calling, Memory, Human-in-the-loop
02RAG PatternsDocument retrieval, Self-RAG, Corrective RAG, Adaptive RAG
03Multi-AgentAgent collaboration, Hierarchical teams, Handoffs
04AdvancedPlan-and-execute, Reflexion, LATS, ReWOO

Ready to Learn?

Join developers exploring AI agent patterns without cloud dependencies.

Start the Tutorials | View Setup Guide


25 Tutorials | 4 Phases | 100% Local