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 # Microsoft Agent Framework
 
 Highlights
-- Flexible Agent Framework: build, orchestrate, and deploy AI agents and multi-agent systems
-- Multi-Agent Orchestration: Group chat, sequential, concurrent, and handoff patterns
-- Plugin Ecosystem: Extend with native functions, OpenAPI, Model Context Protocol (MCP), and more
+- Flexible Agent Framework: build, orchestrate, and deploy AI agents and workflows
+- Multi-Agent Orchestration: group chat, sequential, concurrent, and handoff patterns
+- Graph-based Workflows: connect agents and deterministic functions using data flows with streaming, checkpointing, time-travel, and Human-in-the-loop.
+- Plugin Ecosystem: extend with native functions, OpenAPI, Model Context Protocol (MCP), and more
 - LLM Support: OpenAI, Azure OpenAI, Azure AI Foundry, and more
-- Runtime Support: In-process and distributed agent execution
-- Multimodal: Text, vision, and function calling
+- Runtime Support: in-process and distributed agent execution
+- Multimodal: text, vision, and function calling
 - Cross-Platform: .NET and Python implementations
 
 Below are the basics for each language implementation. For more details on python see [here](./python/README.md) and for .NET see [here](./dotnet/README.md).
@@ -14,14 +15,16 @@ Below are the basics for each language implementation. For more details on pytho
 ## More Examples & Samples
 
 ### Python
-- [Getting Started with Agents](./python/samples/getting_started/agents): Basic agent creation and tool usage
-- [Chat Client Examples](./python/samples/getting_started/chat_client): Direct chat client usage patterns
+- [Getting Started with Agents](./python/samples/getting_started/agents): basic agent creation and tool usage
+- [Chat Client Examples](./python/samples/getting_started/chat_client): direct chat client usage patterns
 - [Azure Integration](./python/packages/azure): Azure OpenAI and AI Foundry integration
+- [Getting Started with Workflows](./python/samples/getting_started/workflows): basic workflow creation and integration with agents
 
 ### .Net
-- [Getting Started with Agents](./dotnet/samples/GettingStarted/Steps): Basic agent creation and tool usage
-- [Agent Provider Samples](./dotnet/samples/GettingStarted/Providers): Samples showing different agent providers
-- [Orchestration Samples](./dotnet/samples/GettingStarted/Orchestration): Advanced multi-agent patterns
+- [Getting Started with Agents](./dotnet/samples/GettingStarted/Steps): basic agent creation and tool usage
+- [Agent Provider Samples](./dotnet/samples/GettingStarted/Providers): samples showing different agent providers
+- [Orchestration Samples](./dotnet/samples/GettingStarted/Orchestration): advanced multi-agent patterns
+- [Getting Started with Workflows](./dotnet/samples/GettingStarted/Workflows): (Coming soon) basic workflow creation and integration with agents
 
 ## Agent Framework Documentation