Assert the stable parts of the pinned app-server behavior: the user prompt appears as the final user input, approval overrides update the stored policy, and thread lifecycle coverage does not depend on thread/list indexing.
Co-authored-by: Codex <noreply@openai.com>
Make the new Python SDK integration tests assert stable app-server behavior: filter run result items to agent messages, accept either ordering for concurrent mock Responses requests, and avoid lifecycle operations that require a persisted rollout before one exists.
Co-authored-by: Codex <noreply@openai.com>
Build deterministic Python SDK integration coverage around the pinned app-server runtime and a local mock Responses server. Port behavioral coverage off direct SDK monkeypatches where the real app-server boundary is more useful.
Co-authored-by: Codex <noreply@openai.com>
