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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
+```
+
+Set the required environment variables:
+
+```bash
+export FOUNDRY_PROJECT_ENDPOINT="https://your-project-endpoint"
+export FOUNDRY_MODEL="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 `AgentSession`. |
+| 4 | [04_memory.py](04_memory.py) | Add dynamic context with a custom `ContextProvider`. |
+| 5 | [05_functional_workflow_with_agents.py](05_functional_workflow_with_agents.py) | Call agents inside a functional workflow. |
+| 6 | [06_functional_workflow_basics.py](06_functional_workflow_basics.py) | Write a workflow as a plain async function. |
+| 7 | [07_first_graph_workflow.py](07_first_graph_workflow.py) | Chain executors into a graph workflow with edges. |
+| 8 | [08_host_your_agent.py](08_host_your_agent.py) | Host a single agent with Azure Functions. |
+
+Run any sample with:
+
+```bash
+python 01_hello_agent.py
+```
+
+These samples use Azure Foundry models with the Responses API. To switch providers, just replace the client, see [all providers](../02-agents/providers/README.md)