Change feature name (#578)

Author: greenie-msft

README.md

@@ -29,7 +29,7 @@ Follow these instructions to get started with Durable Functions in Python:
 
 * Python Durable Functions requires [Azure Functions Core Tools](https://docs.microsoft.com/en-us/azure/azure-functions/functions-run-local) version 3.0.2630 or higher.
 
-## OpenAI Agents Integration for Reliability on Azure Functions (Preview)
+## OpenAI Agent SDK Integration with Azure Durable Functions (Preview)
 
 Build resilient, stateful AI agents backed by Durable Functions orchestration—see the full documentation at [docs/openai_agents/README.md](docs/openai_agents/README.md).
 

docs/openai_agents/README.md

@@ -1,10 +1,10 @@
-# OpenAI Agents Integration for Reliability on Azure Functions (Preview)
+# OpenAI Agent SDK Integration with Azure Durable Functions (Preview)
 
 Build production-ready AI agents with automatic state persistence and failure recovery.
 
 ## Overview
 
-The OpenAI Agents Integration for Reliability on Azure Functions (Preview) integration combines the familiar OpenAI Agents SDK with Azure Durable Functions to create reliable, stateful AI agents that can survive any failure and continue exactly where they stopped.
+The OpenAI Agent SDK Integration with Azure Durable Functions (Preview) integration combines the familiar OpenAI Agents SDK with Azure Durable Functions to create reliable, stateful AI agents that can survive any failure and continue exactly where they stopped.
 
 ## Key Benefits
 
@@ -19,4 +19,4 @@ The OpenAI Agents Integration for Reliability on Azure Functions (Preview) integ
 - [Getting Started](getting-started.md) - Setup and your first durable agent
 - [Reference](reference.md) - Complete reference documentation
 
-> Dependency & compatibility: The `azure-functions-durable` package does NOT declare `openai` or `openai-agents` as dependencies. If you need the OpenAI Agents Integration for Reliability on Azure Functions (Preview), explicitly add `openai` and `openai-agents` to your `requirements.txt` (see `samples-v2/openai_agents/requirements.txt`). This integration is validated with the versions currently pinned there (`openai==1.107.3`, `openai-agents==0.3.0`). Because the OpenAI ecosystem changes rapidly, if you encounter issues, first pin to these versions to rule out a version mismatch before filing an issue.
+> Dependency & compatibility: The `azure-functions-durable` package does NOT declare `openai` or `openai-agents` as dependencies. If you need the OpenAI Agent SDK Integration with Azure Durable Functions(Preview), explicitly add `openai` and `openai-agents` to your `requirements.txt` (see `samples-v2/openai_agents/requirements.txt`). This integration is validated with the versions currently pinned there (`openai==1.107.3`, `openai-agents==0.3.0`). Because the OpenAI ecosystem changes rapidly, if you encounter issues, first pin to these versions to rule out a version mismatch before filing an issue.

docs/openai_agents/getting-started.md

@@ -1,4 +1,4 @@
-# Getting Started with the OpenAI Agents Integration for Reliability on Azure Functions (Preview)
+# Getting Started with the OpenAI Agent SDK Integration with Azure Durable Functions (Preview)
 
 Getting started guide for implementing stateful AI agents using Azure Durable Functions orchestration with automatic checkpointing and replay semantics.
 
@@ -13,7 +13,7 @@ Getting started guide for implementing stateful AI agents using Azure Durable Fu
 
 ### Create an Azure Functions App
 
-This framework is designed specifically for **Azure Functions applications**. You need to create a Python Functions app to use the OpenAI Agents Integration for Reliability on Azure Functions (Preview).
+This framework is designed specifically for **Azure Functions applications**. You need to create a Python Functions app to use the OpenAI Agent SDK Integration with Azure Durable Functions (Preview).
 
 **For new users**: If you're new to Azure Functions, follow these guides to get started:
 - [Create your first Python function in Azure](https://learn.microsoft.com/en-us/azure/azure-functions/create-first-function-vs-code-python)

docs/openai_agents/reference.md

@@ -1,6 +1,6 @@
 # Reference Documentation
 
-Complete reference for the OpenAI Agents Integration for Reliability on Azure Functions (Preview) integration.
+Complete reference for the OpenAI Agent SDK Integration with Azure Durable Functions (Preview) integration.
 
 ## Durable Orchestration