akasha User Guide

akasha is a Python toolkit for chat, document question answering, retrieval-augmented generation (RAG), native tool-calling agents, summaries, and long-term semantic memory.

Start here

If this is your first time using akasha, follow this path:

1. Install akasha
2. Configure a model provider
3. Run your first chat
4. Choose a RAG workflow or an agent with tools

What you will learn

• How to choose between ask, RAG, agents, summary, and MemoryManager.
• How to use local documents as context.
• How to handle streaming answer, thinking, and tool events.
• How to diagnose common installation and provider errors.

Tip

Every tutorial starts with a small, complete example. Run the example first, then read the explanation.

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