Python: [BREAKING] updated structure and samples (#875)

* updated structure and samples

* updated names and removed cross tests

* updated projects etc

* updated tests

* updated test

* test fixes

* removed devui for now

* updated all-tests task

* removed old style configs

* remove coverage from tests

* updated to unit tests with all-tests

* updated foundry everywhere

* fix azure ai tests

* fix merge tests

* fix mypy

python/samples/getting_started/context_providers/mem0/README.md

@@ -16,7 +16,7 @@ This folder contains examples demonstrating how to use the Mem0 context provider
 ### Required Resources
 
 1. [Mem0 API Key](https://app.mem0.ai/) - Sign up for a Mem0 account and get your API key
-2. Azure AI Foundry project endpoint (used in these examples)
+2. Azure AI project endpoint (used in these examples)
 3. Azure CLI authentication (run `az login`)
 
 ## Configuration
@@ -28,9 +28,9 @@ Set the following environment variables:
 **For Mem0:**
 - `MEM0_API_KEY`: Your Mem0 API key (alternatively, pass it as `api_key` parameter to `Mem0Provider`)
 
-**For Azure AI Foundry:**
-- `FOUNDRY_PROJECT_ENDPOINT`: Your Azure AI Foundry project endpoint
-- `FOUNDRY_MODEL_DEPLOYMENT_NAME`: The name of your model deployment
+**For Azure AI:**
+- `AZURE_AI_PROJECT_ENDPOINT`: Your Azure AI project endpoint
+- `AZURE_AI_MODEL_DEPLOYMENT_NAME`: The name of your model deployment
 
 ## Key Concepts
 

python/samples/getting_started/context_providers/mem0/mem0_basic.py

@@ -3,7 +3,7 @@
 import asyncio
 import uuid
 
-from agent_framework.foundry import FoundryChatClient
+from agent_framework.azure import AzureAIAgentClient
 from agent_framework.mem0 import Mem0Provider
 from azure.identity.aio import AzureCliCredential
 
@@ -32,7 +32,7 @@ async def main() -> None:
     # For Mem0 authentication, set Mem0 API key via "api_key" parameter or MEM0_API_KEY environment variable.
     async with (
         AzureCliCredential() as credential,
-        FoundryChatClient(async_credential=credential).create_agent(
+        AzureAIAgentClient(async_credential=credential).create_agent(
             name="FriendlyAssistant",
             instructions="You are a friendly assistant.",
             tools=retrieve_company_report,

python/samples/getting_started/context_providers/mem0/mem0_threads.py

@@ -3,7 +3,7 @@
 import asyncio
 import uuid
 
-from agent_framework.foundry import FoundryChatClient
+from agent_framework.azure import AzureAIAgentClient
 from agent_framework.mem0 import Mem0Provider
 from azure.identity.aio import AzureCliCredential
 
@@ -27,7 +27,7 @@ async def example_global_thread_scope() -> None:
 
     async with (
         AzureCliCredential() as credential,
-        FoundryChatClient(async_credential=credential).create_agent(
+        AzureAIAgentClient(async_credential=credential).create_agent(
             name="GlobalMemoryAssistant",
             instructions="You are an assistant that remembers user preferences across conversations.",
             tools=get_user_preferences,
@@ -65,7 +65,7 @@ async def example_per_operation_thread_scope() -> None:
 
     async with (
         AzureCliCredential() as credential,
-        FoundryChatClient(async_credential=credential).create_agent(
+        AzureAIAgentClient(async_credential=credential).create_agent(
             name="ScopedMemoryAssistant",
             instructions="You are an assistant with thread-scoped memory.",
             tools=get_user_preferences,
@@ -113,14 +113,14 @@ async def example_multiple_agents() -> None:
 
     async with (
         AzureCliCredential() as credential,
-        FoundryChatClient(async_credential=credential).create_agent(
+        AzureAIAgentClient(async_credential=credential).create_agent(
             name="PersonalAssistant",
             instructions="You are a personal assistant that helps with personal tasks.",
             context_providers=Mem0Provider(
                 agent_id=agent_id_1,
             ),
         ) as personal_agent,
-        FoundryChatClient(async_credential=credential).create_agent(
+        AzureAIAgentClient(async_credential=credential).create_agent(
             name="WorkAssistant",
             instructions="You are a work assistant that helps with professional tasks.",
             context_providers=Mem0Provider(