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feat(responses)!: introduce OpenAI compatible prompts to Responses API (#3942)

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# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
This PR is responsible for making changes to Responses API scheme to
introduce OpenAI compatible prompts there. Change to the API only,
therefore currently no implementation at all. However, the follow up PR
with actual implementation will be submitted after current PR lands.

The need of this functionality was initiated in #3514. 

> Note, #3514 is divided on three separate PRs. Current PR is the second
of three.

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->
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Ian Miller 2025-10-28 16:31:27 +00:00 • committed by GitHub
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12 changed files with 593 additions and 8 deletions
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3
src/llama_stack/apis/agents/agents.py
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@ -38,6 +38,7 @@ from .openai_responses import (
OpenAIResponseInputTool,
OpenAIResponseObject,
OpenAIResponseObjectStream,
OpenAIResponsePrompt,
OpenAIResponseText,
)
@ -810,6 +811,7 @@ class Agents(Protocol):
self,
input: str | list[OpenAIResponseInput],
model: str,
prompt: OpenAIResponsePrompt | None = None,
instructions: str | None = None,
previous_response_id: str | None = None,
conversation: str | None = None,
@ -831,6 +833,7 @@ class Agents(Protocol):
:param input: Input message(s) to create the response.
:param model: The underlying LLM used for completions.
:param prompt: (Optional) Prompt object with ID, version, and variables.
:param previous_response_id: (Optional) if specified, the new response will be a continuation of the previous response. This can be used to easily fork-off new responses from existing responses.
:param conversation: (Optional) The ID of a conversation to add the response to. Must begin with 'conv_'. Input and output messages will be automatically added to the conversation.
:param include: (Optional) Additional fields to include in the response.