Core Concepts

This section explains how AmritaCore works under the hood — the components, their responsibilities, and how they fit together. It assumes you have finished the Tutorials.

Mental Model

The default workflow is simple chat (one LLM call). The step-driven ReAct loop is enabled by passing the step-loop workflow explicitly — see ChatObject.

Concepts

Concept	What it covers
ChatObject	The lifecycle manager: workflow, DI contexts, stream
Configuration	AmritaConfig, FunctionConfig, LLMConfig, presets
Event System	Pipeline events + the matcher hook system
Tool System	Tool registration, validation, execution
Agent Strategy	Strategy pattern; the step-driven ReAct loop
Data Management	Messages, DI contexts, backend + memory deep-dives

Where to Go Next

• Extend it → Extensions & Integration
• Tune it → Agent Engineering
• Go deeper → Advanced