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Python: Update workflow orchestration samples to use AzureOpenAIResponsesClient (#4285)

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* Update workflow orchestration samples to use AzureOpenAIResponsesClient

* Fix broken link
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Evan Mattson
2026-02-26 16:51:25 +09:00
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python/samples/03-workflows/orchestrations/README.md
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@@ -92,6 +92,10 @@ from agent_framework.orchestrations import (
These may appear in event streams (executor_invoked/executor_completed). They're analogous to concurrent's dispatcher and aggregator and can be ignored if you only care about agent activity.
## Why AzureOpenAIResponsesClient?
Orchestration samples use `AzureOpenAIResponsesClient` rather than the CRUD-style `AzureAIAgent` client. Orchestrations create agents locally and do not require server-side lifecycle management (create/update/delete). `AzureOpenAIResponsesClient` is a lightweight client that uses the underlying Agent Service V2 (Responses API) for non-CRUD-style agents, which is ideal for orchestration patterns like Sequential, Concurrent, Handoff, GroupChat, and Magentic.
## Environment Variables
Orchestration samples that use `AzureOpenAIResponsesClient` expect: