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# Get Started with Agent Framework for Python
This folder contains a progressive set of samples that introduce the core
concepts of **Agent Framework** one step at a time.
## Prerequisites
```bash
pip install agent-framework --pre
```
Set the required environment variables:
```bash
export OPENAI_API_KEY="sk-..."
export OPENAI_RESPONSES_MODEL_ID="gpt-4o" # optional, defaults to gpt-4o
```
## Samples
| # | File | What you'll learn |
|---|------|-------------------|
| 1 | [01_hello_agent.py](01_hello_agent.py) | Create your first agent and run it (streaming and non-streaming). |
| 2 | [02_add_tools.py](02_add_tools.py) | Define a function tool with `@tool` and attach it to an agent. |
| 3 | [03_multi_turn.py](03_multi_turn.py) | Keep conversation history across turns with `AgentThread`. |
| 4 | [04_memory.py](04_memory.py) | Add dynamic context with a custom `ContextProvider`. |
| 5 | [05_first_workflow.py](05_first_workflow.py) | Chain executors into a workflow with edges. |
| 6 | [06_host_your_agent.py](06_host_your_agent.py) | Host a single agent with Azure Functions. |
Run any sample with:
```bash
python 01_hello_agent.py
```