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* Python: Fix reasoning-paired client tool replay * Python: Handle middleware-terminated reasoning tool loops * Python: Replay encrypted reasoning function groups Key decisions: - Request encrypted reasoning on client-managed Responses calls while preserving caller include values. - Store encrypted payloads in Content.protected_data and reconstruct one provider reasoning item per reasoning id. - Replay active and completed function call/result groups; retain continuation-owned history behavior and the existing orphan-safe MCP path. Files changed: - python/packages/openai/agent_framework_openai/_chat_client.py - python/packages/openai/tests/openai/test_openai_chat_client.py Next iteration: - Extend encrypted reasoning preservation to streaming and framework serialization boundaries. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Preserve encrypted reasoning through streaming Key decisions: - Capture encrypted reasoning from terminal streamed output items in Content.protected_data. - Preserve summary and private reasoning as distinct framework contents while reconstructing one provider reasoning item per id. - Prove replay after Message JSON and workflow checkpoint round trips, including encrypted-only and completed function groups. Files changed: - python/packages/core/agent_framework/_types.py - python/packages/openai/agent_framework_openai/_chat_client.py - python/packages/openai/tests/openai/test_openai_chat_client.py Next iteration: - Extend lossless stateless reasoning replay to hosted MCP call/output groups. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Replay hosted MCP reasoning groups Key decisions: - Preserve hosted MCP call/output groups in client-managed history instead of deleting them when reasoning cannot be reconstructed. - Keep call/result coalescing and orphan-result exclusion intact, while retaining continuation-owned duplicate avoidance. - Cover completed, active, and multi-call reasoning groups plus the public outgoing request boundary. Files changed: - python/packages/openai/agent_framework_openai/_chat_client.py - python/packages/openai/tests/openai/test_openai_chat_client.py Next iteration: - Preserve middleware-terminated and parallel function groups atomically. - Add preflight rejection for non-replayable reasoning groups in the dedicated validation slice. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Preserve terminated parallel reasoning groups Key decisions: - Return ordinary function results when middleware terminates a loop, removing the provider-specific durable marker. - Preserve every parallel call and available sibling result as one encrypted reasoning group in stateless replay. - Prove successful and policy-blocked batches through the public two-agent Foundry workflow and outgoing HTTP boundary. Files changed: - python/packages/core/agent_framework/_tools.py - python/packages/core/tests/core/test_function_invocation_logic.py - python/packages/openai/tests/openai/test_openai_chat_client.py - python/packages/foundry/tests/foundry/test_foundry_agent.py Next iteration: - Add preflight rejection for non-replayable and partially compacted reasoning groups. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Reject unsafe stateless reasoning replay Key decisions: - Validate client-managed reasoning groups after compaction and report every affected reasoning and call identifier before transport. - Permit service-owned continuation and fully excluded atomic groups while rejecting partial compaction projections. - Surface encrypted-reasoning capability failures without lossy retries. Files changed: - python/packages/openai/agent_framework_openai/_chat_client.py - python/packages/openai/tests/openai/test_openai_chat_client.py Next iteration: - Run the resource-specific Foundry proof and finish PR #7233; that live proof remains intentionally local and requires the configured developer resource. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Preserve reasoning metadata in Foundry hosting * Python: Avoid duplicating reasoning text metadata * Python: Gate encrypted reasoning for Foundry agents * Python: Type stateless reasoning integration test * Python: Narrow Foundry mock call arguments --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>