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Python: Stop emitting duplicate reasoning content from OpenAI response.reasoning_text.done and response.reasoning_summary_text.done events#5162

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moonbox3 merged 11 commits into
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moonbox3:agent/fix-5157-2
Apr 9, 2026
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Python: Stop emitting duplicate reasoning content from OpenAI response.reasoning_text.done and response.reasoning_summary_text.done events#5162
moonbox3 merged 11 commits into
microsoft:mainfrom
moonbox3:agent/fix-5157-2

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@moonbox3 moonbox3 commented Apr 8, 2026

Motivation and Context

The OpenAI Responses API sends both .delta (incremental chunks) and .done (full accumulated text) events for reasoning content. The chat client was converting both into identical Content objects with type text_reasoning, causing downstream consumers like ag-ui to duplicate the reasoning text and emit extra events.

Fixes #5157

Description

The root cause was in _chat_client.py: the response.reasoning_text.done and response.reasoning_summary_text.done handlers created Content.from_text_reasoning objects identical to the delta events, so the full accumulated text was appended on top of already-streamed deltas. The fix removes the Content emission from both .done handlers (keeping only metadata extraction), since the delta events already stream the complete text incrementally. Additionally, a guard was added to _parse_structured_response_value to handle empty text, and regression tests were added in the ag-ui and core test suites to verify that reasoning deltas accumulate correctly without duplication.

Contribution Checklist

  • The code builds clean without any errors or warnings
  • The PR follows the Contribution Guidelines
  • All unit tests pass, and I have added new tests where possible
  • Is this a breaking change? If yes, add "[BREAKING]" prefix to the title of the PR.

Note: PR autogenerated by moonbox3's agent

…crosoft#5157)

The OpenAI Responses API sends both reasoning_text.delta (incremental
chunks) and reasoning_text.done (full accumulated text) events. The
chat client was emitting Content for both, causing ag-ui to append the
full done text onto already-accumulated delta text, producing
duplicated reasoning output.

Stop emitting Content for reasoning_text.done and
reasoning_summary_text.done events, matching how output_text.done is
already handled (not emitted). The deltas contain all the content;
the done event is redundant.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Copilot AI review requested due to automatic review settings April 8, 2026 10:43
@moonbox3 moonbox3 self-assigned this Apr 8, 2026
@moonbox3 moonbox3 added the python label Apr 8, 2026
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moonbox3 commented Apr 8, 2026

Python Test Coverage

Python Test Coverage Report •
FileStmtsMissCoverMissing
packages/ag-ui/agent_framework_ag_ui
   _agent_run.py4875189%150–157, 196–197, 204, 301, 313, 317, 319–320, 336, 363–364, 400–404, 518–520, 532–534, 632, 640, 753, 755–756, 809, 826–827, 834, 902, 925, 933, 935, 938, 944, 997, 1000, 1010–1011, 1018, 1064
   _run_common.py2861096%312–313, 319–324, 625–626
   _workflow_run.py5092894%181, 217–220, 248, 253, 281, 291, 302, 307, 310, 323, 363–364, 385, 434, 454, 462, 465, 470, 485, 558, 600–601, 672, 715, 734
packages/azure-cosmos/agent_framework_azure_cosmos
   _checkpoint_storage.py135199%396
packages/openai/agent_framework_openai
   _chat_client.py86712885%522–525, 529–530, 536–537, 547–548, 555, 570–576, 597, 605, 628, 746, 845, 904, 906, 908, 910, 976, 990, 1070, 1080, 1085, 1128, 1205, 1235, 1292, 1386, 1391, 1395–1397, 1401–1402, 1472, 1501, 1507, 1517, 1523, 1528, 1534, 1539–1540, 1601, 1623–1624, 1639–1640, 1658–1659, 1700–1703, 1865, 1903–1904, 1920, 1922, 2001–2009, 2039, 2146, 2181, 2196, 2216–2226, 2239, 2250–2254, 2268, 2282–2293, 2302, 2334–2337, 2345–2346, 2348–2350, 2364–2366, 2376–2377, 2383, 2398
TOTAL27202318788% 

Python Unit Test Overview

Tests Skipped Failures Errors Time
5428 20 💤 0 ❌ 0 🔥 1m 22s ⏱️

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Pull request overview

This PR fixes duplicated reasoning text in the Python OpenAI streaming client by ensuring response.reasoning_text.done and response.reasoning_summary_text.done events no longer emit text_reasoning content (since the corresponding .delta events already stream the full text incrementally). This prevents downstream consumers (notably ag-ui) from double-appending reasoning content.

Changes:

  • Stop emitting Content.from_text_reasoning(...) for response.reasoning_text.done and response.reasoning_summary_text.done events; keep metadata extraction only.
  • Update OpenAI chat client tests to assert .done events produce no content (regression coverage for duplication).
  • Add ag-ui regression tests to verify reasoning delta accumulation behavior and per-delta event emission.

Reviewed changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated no comments.

File Description
python/packages/openai/agent_framework_openai/_chat_client.py Avoid duplicate text_reasoning content by not emitting reasoning content for .done events (metadata-only).
python/packages/openai/tests/openai/test_openai_chat_client.py Update tests to validate that reasoning .done events do not produce contents.
python/packages/ag-ui/tests/ag_ui/test_run.py Add regression tests ensuring reasoning deltas accumulate without duplication and emit one content event per delta.

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Automated Code Review

Reviewers: 4 | Confidence: 88%

✓ Correctness

This PR correctly removes the content emission from response.reasoning_text.done and response.reasoning_summary_text.done event handlers in the OpenAI chat client. The .done events carry the full accumulated text that was already streamed via .delta events, so emitting content from both would cause duplication in downstream consumers like the ag-ui reasoning accumulation (_emit_text_reasoning), which appends each delta to flow.accumulated_reasoning. The tests are updated consistently, and new tests in ag-ui verify that delta accumulation works correctly without duplication. The metadata extraction from .done events is preserved, which is correct since metadata should still be captured.

✓ Security Reliability

This PR fixes a content duplication bug where both response.reasoning_text.delta and response.reasoning_text.done (and their summary counterparts) emitted Content.from_text_reasoning, causing downstream AG-UI reasoning accumulation to duplicate the full reasoning text. The fix correctly removes the content emission from .done events while preserving metadata extraction. The .done events in the OpenAI Responses API carry the complete accumulated text (which was already streamed via deltas), so emitting it again was redundant. The new tests in test_run.py properly validate accumulation behavior, and the updated tests in test_openai_chat_client.py correctly assert zero contents from done events. No security or reliability issues found.

✓ Test Coverage

The PR correctly removes duplicate content emission from reasoning done events in the OpenAI chat client and updates corresponding tests. The done-event tests are properly updated to assert empty contents while still verifying metadata propagation. Two new ag-ui tests validate accumulation behavior and per-delta event emission. However, there's no integration-level test that sends a realistic sequence (multiple deltas followed by a done event) through _parse_chunk_from_openai to verify that the combined output has no duplicated reasoning content—the existing tests verify each event type in isolation. The new test_reasoning_deltas_accumulate_correctly test is also somewhat redundant with the pre-existing test_reasoning_accumulates_incremental_deltas test which does nearly the same thing with 3 deltas.

✓ Design Approach

The fix correctly addresses a real duplication bug: the response.reasoning_text.done and response.reasoning_summary_text.done events were emitting the full accumulated text as a new Content.from_text_reasoning item, which the ag-ui _emit_text_reasoning accumulator then appended on top of the already-accumulated delta content, producing doubled output. Suppressing content emission from done events is pragmatic and correct for the common streaming case. However, the fix introduces a fragile assumption: if a done event arrives without any preceding delta events (e.g., if the stream resumes from a checkpoint or if the OpenAI API ever batches very short reasoning into only a done event), the reasoning content is silently dropped with no fallback path. A more robust design would be to track whether deltas were received per item_id and use the done event as a fallback source of truth. Additionally, the new ag-ui tests added in test_run.py verify delta accumulation behavior that was already tested by the surrounding test class, rather than directly testing the fix itself (which is in _chat_client.py). The fix also creates an asymetry with response.code_interpreter_call_code.done, which still emits content from the done event, potentially warranting a similar treatment.

Suggestions

  • Consider adding an integration-level test in test_openai_chat_client.py that sends a sequence of response.reasoning_text.delta events followed by a response.reasoning_text.done event through _parse_chunk_from_openai and asserts the total collected contents contain only the delta-produced items with no duplication from the done event. This would validate the bug-fix scenario end-to-end rather than testing each event type in isolation.
  • The new test_reasoning_deltas_accumulate_correctly test in test_run.py (line 1505) is nearly identical to the existing test_reasoning_accumulates_incremental_deltas (line ~1463). Consider removing the redundant test or differentiating it by testing an edge case (e.g., empty-string deltas or a single delta) to more directly demonstrate the deduplication fix.
  • The fix assumes done events are always preceded by delta events. A more robust approach would be to track whether any deltas were received for a given item_id and emit content from the done event only when no deltas were observed, avoiding silent content loss if the streaming model changes or the API is used in a non-standard way.
  • The response.code_interpreter_call_code.done case still emits content from the done event, creating an asymmetry. If the ag-ui layer ever adds accumulation support for code interpreter content similar to reasoning, this will cause the same duplication bug. A comment noting the intentional asymmetry would help future maintainers.

Automated review by moonbox3's agents

Comment thread python/packages/openai/agent_framework_openai/_chat_client.py Outdated
Comment thread python/packages/ag-ui/tests/ag_ui/test_run.py
Copilot and others added 2 commits April 8, 2026 10:51
…bserved (microsoft#5157)

Address PR review feedback:
- Track item_ids that received reasoning deltas via seen_reasoning_delta_item_ids set
- Emit content from done events only when no deltas were received for the
  item_id, preventing silent content loss on stream resumption
- Add comment documenting code_interpreter done event asymmetry
- Replace redundant ag-ui test with deduplication-focused test
- Add integration test for delta+done sequence in OpenAI chat client tests
- Add fallback path tests for done events without preceding deltas

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…esponse.reasoning_text.delta" and "response.reasoning_text.done" both get exposed as "text_reasoning"
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Automated Code Review

Reviewers: 4 | Confidence: 97% | Result: All clear

Reviewed: Correctness, Security Reliability, Test Coverage, Design Approach


Automated review by moonbox3's agents

Comment thread python/packages/ag-ui/tests/ag_ui/test_run.py
Copilot and others added 7 commits April 9, 2026 02:39
…oft#5157)

_emit_text_reasoning now follows the same streaming pattern as _emit_text:
- Emits ReasoningStartEvent/ReasoningMessageStartEvent only on the first
  delta for a given message_id
- Emits only ReasoningMessageContentEvent for subsequent deltas
- Defers ReasoningMessageEndEvent/ReasoningEndEvent until
  _close_reasoning_block is called (on content type switch or end-of-run)

This produces the correct protocol pattern:
  ReasoningStartEvent
    ReasoningMessageStartEvent
    ReasoningMessageContentEvent(delta1)
    ReasoningMessageContentEvent(delta2)
    ReasoningMessageEndEvent
  ReasoningEndEvent

Instead of wrapping every delta in a full Start→End sequence.

Backward compatibility is preserved: calling _emit_text_reasoning without
a flow argument still produces the full sequence per call.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Move inline import of TextMessageContentEvent to the top-level import
block and ensure alphabetical ordering to satisfy ruff I001 rule.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…flowEvent

The 'event' variable was already typed as WorkflowEvent[Any] from the
async for loop at line 590. Reusing it in the _close_reasoning_block
loop (which returns list[BaseEvent]) caused an incompatible assignment
error. Renamed to 'reasoning_evt' to avoid the conflict.

Fixes microsoft#5162

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Comment thread python/pytest.xml Outdated
@eavanvalkenburg eavanvalkenburg added this pull request to the merge queue Apr 9, 2026
@github-merge-queue github-merge-queue Bot removed this pull request from the merge queue due to failed status checks Apr 9, 2026
@eavanvalkenburg eavanvalkenburg added this pull request to the merge queue Apr 9, 2026
@github-merge-queue github-merge-queue Bot removed this pull request from the merge queue due to failed status checks Apr 9, 2026
… artifacts

Apply the same JUnit XML fix from python-tests.yml to python-merge-tests.yml:
add --junitxml=pytest.xml to all test commands and narrow the results action
path from ./python/**.xml to ./python/pytest.xml. Also remove accidentally
committed pytest.xml and python-coverage.xml and add them to .gitignore.
sanaullahmohammed pushed a commit to sanaullahmohammed/NexusOps that referenced this pull request May 28, 2026
Updated
[Microsoft.Agents.AI](https://github.com/microsoft/agent-framework) from
1.0.0 to 1.8.0.

<details>
<summary>Release notes</summary>

_Sourced from [Microsoft.Agents.AI's
releases](https://github.com/microsoft/agent-framework/releases)._

## 1.7.0

## [1.7.0] - 2026-05-28

### Added
- **agent-framework-core**: Add `HarnessAgent` and background-agents
harness provider
([#​6041](https://github.com/microsoft/agent-framework/pull/6041),
[#​6069](https://github.com/microsoft/agent-framework/pull/6069))
- **agent-framework-core**, **agent-framework-a2a**: Add
`A2AAgentSession` with referenced task IDs and input-required support
([#​5980](https://github.com/microsoft/agent-framework/pull/5980))
- **agent-framework-foundry**: Add experimental prompt-agent conversion
and deployment APIs
([#​5959](https://github.com/microsoft/agent-framework/pull/5959))
- **agent-framework-declarative**: Add Foundry Toolbox MCP invocation
support and sample
([#​5933](https://github.com/microsoft/agent-framework/pull/5933))
- **samples**: Add hosting samples overview README
([#​5407](https://github.com/microsoft/agent-framework/pull/5407))

### Changed
- **agent-framework-core**: Align TodoProvider tool names with the C#
implementation
([#​6107](https://github.com/microsoft/agent-framework/pull/6107))
- **agent-framework-core**: Align ModeProvider tool names and
instructions
([#​6071](https://github.com/microsoft/agent-framework/pull/6071))
- **agent-framework-chatkit**: Raise the `openai-chatkit` dependency
floor to `>=1.6.4` to match the current typed API usage.
- **agent-framework-declarative**: [BREAKING] Remove Python-only
declarative actions and rename alias kinds to C# canonical names
([#​6126](https://github.com/microsoft/agent-framework/pull/6126))
- **tests**: Replace deprecated `asyncio.iscoroutinefunction` usage in
DevUI cleanup-hook tests
([#​4563](https://github.com/microsoft/agent-framework/pull/4563))

### Fixed
- **agent-framework-core**: Point `@​experimental` warnings at user code
([#​5996](https://github.com/microsoft/agent-framework/pull/5996))
- **agent-framework-declarative**: Fix Foreach body exit wiring
([#​6050](https://github.com/microsoft/agent-framework/pull/6050))
- **agent-framework-devui**: Fix streaming memory growth regression
([#​6038](https://github.com/microsoft/agent-framework/pull/6038))
- **agent-framework-foundry**: Pass default headers to Foundry agents
([#​6040](https://github.com/microsoft/agent-framework/pull/6040))
- **agent-framework-foundry-hosting**: Fix hosted handoff argument
serialization
([#​5861](https://github.com/microsoft/agent-framework/pull/5861))
- **agent-framework-foundry-hosting**: Allow hosted checkpoints to
restore `MessageRole` values
([#​6049](https://github.com/microsoft/agent-framework/pull/6049))
- **agent-framework-openai**: Preserve citation `get_url` metadata
([#​6037](https://github.com/microsoft/agent-framework/pull/6037))
- **agent-framework-openai**: Guard Chat Completions streaming against
null deltas
([#​5734](https://github.com/microsoft/agent-framework/pull/5734))
- **agent-framework-openai**: Read response headers defensively for
stream wrappers without `.headers`
([#​6028](https://github.com/microsoft/agent-framework/pull/6028),
[#​6029](https://github.com/microsoft/agent-framework/pull/6029))
- **samples**: Fix sequential workflow sample output handling
([#​5976](https://github.com/microsoft/agent-framework/pull/5976))

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.6.0...python-1.7.0

## 1.6.1

## What's Changed
* .NET: Add hyperlight to release slnf by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5695
* .NET: Update FoundryAgent to address HostedAgents strict URL routing
by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5677
* .NET: Add IChatMessageInjector for message injection during function
loop by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5679
* .NET: Foundry.Hosting IT - eliminate MSBuild parallel-output races by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5725
* .NET: Hosted-Files sample + AgentSessionFiles SDK companion +
integration test by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5698
* .NET: Simplify ClientHeadersScope to rely on AsyncLocal natural
restoration by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5676
* .NET: Hosted Agents - RAG Sample with Azure AI Search (#​5693) by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5701
* .NET: Fix/per service input persistence on stream error by @​alliscode
in https://github.com/microsoft/agent-framework/pull/5744
* .NET: Remove Foundry Toolbox server-side tools support by @​alliscode
in https://github.com/microsoft/agent-framework/pull/5753
* .NET: DevUI: add configurable access controls for the DevUI HTTP
surface by @​moonbox3 in
https://github.com/microsoft/agent-framework/pull/5739
* .NET: Add A2A input-request content for human-in-the-loop scenarios by
@​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5743
* .NET fix: Synthesized Handoff FunctionResult is never sent to agent by
@​lokitoth in https://github.com/microsoft/agent-framework/pull/5718
* .NET: Refactor harness console rendering by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5751
* .NET: fix: align Anthropic Extensions AI version by @​danyalahmed1995
in https://github.com/microsoft/agent-framework/pull/5709
* .NET: declare Magentic protocol messages by @​he-yufeng in
https://github.com/microsoft/agent-framework/pull/5778
* .NET: Feat/dotnet shell tool by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5604
* .NET: Fix OpenAIResponsesAgentClient to include agentName in endpoint
path by @​giles17 in
https://github.com/microsoft/agent-framework/pull/5748
* .NET: CI hardening — split Functions tests, re-enable skipped
integration tests by @​giles17 in
https://github.com/microsoft/agent-framework/pull/5717
* .NET: Add harness agent package by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5782
* .NET: [Breaking Change] Auto-wire ChatClient with
OpenTelemetryChatClient in OpenTelemetryAgent by @​Copilot in
https://github.com/microsoft/agent-framework/pull/5750
* Dotnet: Fixing FoundryToolboxMcp sample to use created toolbox by
@​alliscode in https://github.com/microsoft/agent-framework/pull/5786
* .NET: fix: avoid mutating handoff message roles by @​he-yufeng in
https://github.com/microsoft/agent-framework/pull/5808
* .NET: feat(evals): add ground_truth/expected_output support for
workflow evaluation by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5755
* .NET: Update version for release. by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5789
* .NET: Fix build issue CA1873 in DevUI by using LoggerMessage source
generator by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5831
* [BREAKING] Python: DevUI: tighten default access controls and CORS
posture by @​moonbox3 in
https://github.com/microsoft/agent-framework/pull/5740
* [BREAKING] Python: Align file skill folder discovery with
agentskills.io spec by @​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5807
* .NET: Filestore improvements by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5842
* .NET: DevUI: quarantine flaky discovery integration test (#​5845) by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5846
* .NET: Update version to 1.6.1 for release by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5843

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.5.0...dotnet-1.6.1

## 1.6.0

## [1.6.0] - 2026-05-21

### Added
- **agent-framework-core**: Shell tool with support for local and Docker
execution
([#​5664](https://github.com/microsoft/agent-framework/pull/5664))
- **agent-framework-monty**: New Monty-backed CodeAct provider package
([#​5915](https://github.com/microsoft/agent-framework/pull/5915))
- **agent-framework-foundry**: Add experimental hosted tool factories on
`FoundryChatClient`
([#​5958](https://github.com/microsoft/agent-framework/pull/5958))
- **agent-framework-foundry**: Include tool definitions for Foundry
agent evals
([#​5974](https://github.com/microsoft/agent-framework/pull/5974))
- **agent-framework-a2a**: Use non-streaming transport and
`return_immediately` for background ops
([#​5963](https://github.com/microsoft/agent-framework/pull/5963))

### Changed
- **agent-framework-core**, **agent-framework-foundry**: [BREAKING]
Enable instrumentation by default
([#​5865](https://github.com/microsoft/agent-framework/pull/5865))
- **agent-framework-foundry**: Show more authentication methods in
Foundry Toolbox MCP
([#​5719](https://github.com/microsoft/agent-framework/pull/5719))

### Fixed
- **agent-framework-core**: Skip MCP prompt loading when unsupported
([#​5370](https://github.com/microsoft/agent-framework/pull/5370))

## 1.5.0

## What's Changed
* .NET: feat: Implement message filtering to exclude non-portable
content typ… by @​tarockey in
https://github.com/microsoft/agent-framework/pull/5410
* .NET: Add allow listing for WebBrowsingTool by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5605
* .NET: fix: JSON Serialization issue with MultiPartyConversation by
@​lokitoth in https://github.com/microsoft/agent-framework/pull/5653
* .NET: Improve Todo multithreading and inject todos into message list
by @​westey-m in https://github.com/microsoft/agent-framework/pull/5655
* .NET: fix: Add missing Workflows "Shared" sources to solution by
@​lokitoth in https://github.com/microsoft/agent-framework/pull/5656
* .NET: Fix QuestionExecutor looping after GotoAction re-entry in
declarative workflows by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5635
* .NET: Fix YAML block scalar parsing for file skills by @​tejakusireddy
in https://github.com/microsoft/agent-framework/pull/5610
* .NET: Add hosted agent observability sample by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5660
* .NET: Bump MEAI to 10.5.1 and add Foundry per-call x-client header
support by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5652
* .NET: Fix flaky declarative test by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5669
* .NET: Add Foundry.Hosting.IntegrationTests by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5598
* .NET: Issue 5662 by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5668
* .NET: Support reasoning events in AGUI by @​jeffinsibycoremont in
https://github.com/microsoft/agent-framework/pull/4953
* .NET: feat: Update Github Copilot SDK to 1.0.0-beta.2 by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5699
* .NET: feat: Implement Magentic Orchestration for .NET by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5595
* .NET: Foundry.Hosting IT - avoid MSB3026 in publish step by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5689
* .NET: Python: Add dotnet integration test report to CI by @​giles17 in
https://github.com/microsoft/agent-framework/pull/5515
* .NET: Non-thread-safe sequence number generation may cause duplicate
or out-of-order IDs by @​tuanaiseo in
https://github.com/microsoft/agent-framework/pull/5320
* .NET: Fix typo: sesionElement -> sessionElement by @​XiongHaoTrigger
in https://github.com/microsoft/agent-framework/pull/5674
* .NET: Mark Magentic Orchestration Experimental by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5704
* .NET: Fix function_call_output.output to be a JSON string on the wire
by @​alliscode in https://github.com/microsoft/agent-framework/pull/5705
* .NET: Update version for release by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5703

## New Contributors
* @​tarockey made their first contribution in
https://github.com/microsoft/agent-framework/pull/5410
* @​tejakusireddy made their first contribution in
https://github.com/microsoft/agent-framework/pull/5610
* @​jeffinsibycoremont made their first contribution in
https://github.com/microsoft/agent-framework/pull/4953
* @​tuanaiseo made their first contribution in
https://github.com/microsoft/agent-framework/pull/5320
* @​XiongHaoTrigger made their first contribution in
https://github.com/microsoft/agent-framework/pull/5674

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.4.0...dotnet-1.5.0

## 1.4.0

## What's Changed
* .NET: Bump OpenTelemetry packages to 1.15.3 by @​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5478
* .NET: Support returning durable workflow results from HTTP trigger
endpoint by @​kshyju in
https://github.com/microsoft/agent-framework/pull/5321
* .NET: [Breaking] Support string[] arguments for file-based skill
scripts by @​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5475
* .NET: Add HttpRequestAction support to declarative workflows by
@​peibekwe in https://github.com/microsoft/agent-framework/pull/5474
* .NET: Add declarative HttpRequestAction sample by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5572
* .NET: dotnet: Add hosted-agent User-Agent supplement to outgoing
requests by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5453
* .NET: Add dedicated Foundry.Hosting UnitTest project by @​rogerbarreto
in https://github.com/microsoft/agent-framework/pull/5592
* .NET: Harness Feature branch by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5310
* .NET: Hosting updates to declarative workflows by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5589
* docs: enhance README with 1.0 features and improved structure by
@​chetantoshniwal in
https://github.com/microsoft/agent-framework/pull/5534
* .NET: Update version for release by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5636
* .NET: Add Microsoft.Agents.AI.Hyperlight package for CodeAct
integration (.NET) by @​eavanvalkenburg in
https://github.com/microsoft/agent-framework/pull/5329

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.3.0...dotnet-1.4.0

## 1.3.0

## What's Changed
* .NET: Add dynamic tool expansion sample by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5425
* .NET: Update Aspire package to be preview by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5444
* .NET: Fix off-thread RunStatus race where GetStatusAsync can return
Running after ResumeAsync halts by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5412
* .NET: Update versions for release by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5449
* .NET: Add streaming support to A2A agent handler by @​SergeyMenshykh
in https://github.com/microsoft/agent-framework/pull/5427
* .NET: dotnet: Add server-side Foundry Toolbox support and fix SDK
beta.4 br… by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5450

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.2.0...dotnet-1.3.0

## 1.2.2

## [1.2.2] - 2026-04-29

### Added
- **agent-framework-azure-contentunderstanding**: New alpha package —
Azure AI Content Understanding context provider that auto-analyzes file
attachments (documents, images, audio, video) and injects structured
results into the LLM context, with multi-document session state,
configurable timeout, output filtering via `AnalysisSection`, and
auto-registered `list_documents` / `get_analyzed_document` tools
([#​4829](https://github.com/microsoft/agent-framework/pull/4829))
- **agent-framework-foundry-hosting**: Add hosted Durable Workflow
support — propagate full conversation history to workflow agents and
wire `Workflow.as_agent()` end-to-end via the foundry hosting layer
([#​5531](https://github.com/microsoft/agent-framework/pull/5531))

### Changed
- **agent-framework-orchestrations**: [BREAKING] Standardize
orchestration terminal outputs as `AgentResponse` so
`Workflow.as_agent()` returns the final answer only; aligns
sequential-approval (`with_request_info`) and concurrent
(`intermediate_outputs=True`) flows on the same output contract
([#​5301](https://github.com/microsoft/agent-framework/pull/5301))
- **agent-framework-core**, **agent-framework-declarative**: Preserve
`Workflow.run()` shared state across calls so multi-turn `WorkflowAgent`
invocations retain context, accept `list[Message]` input in the
declarative start executor, and coerce `Enum` values when serializing
PowerFx symbols
([#​5531](https://github.com/microsoft/agent-framework/pull/5531))
- **dependencies**: Update workspace package dependencies and preserve
`mcp[ws]` / `uvicorn[standard]` extras through override-dependencies in
`/python`
([#​5555](https://github.com/microsoft/agent-framework/pull/5555))

### Fixed
- **agent-framework-core**: Fix observability spans not being correctly
nested when using streaming
([#​5552](https://github.com/microsoft/agent-framework/pull/5552))
- **agent-framework-openai**: Fix `file_search` citations breaking the
assistant-message history roundtrip — skip `hosted_file` content in the
assistant role so the Responses API no longer rejects `input_file`
([#​5557](https://github.com/microsoft/agent-framework/pull/5557))

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.2.1...python-1.2.2

## 1.2.1

## [1.2.1] - 2026-04-28

### Added
- **agent-framework-foundry-hosting**: Add file data type support to
hosted-agent Responses, refresh `foundry-hosted-agents` samples, and add
response test coverage
([#​5485](https://github.com/microsoft/agent-framework/pull/5485))
- **samples**: Add `requirements.txt` and `.env.example` to the `a2a/`
hosting sample for pip-based setup
([#​5510](https://github.com/microsoft/agent-framework/pull/5510))

### Changed
- **dependencies**: Update `rich` requirement from `<15.0.0,>=13.7.1` to
`>=13.7.1,<16.0.0` in `/python`
([#​5227](https://github.com/microsoft/agent-framework/pull/5227))
- **dependencies**: Bump `prek` from `0.3.8` to `0.3.9` in `/python`
([#​5228](https://github.com/microsoft/agent-framework/pull/5228))
- **dependencies**: Bump `python-multipart` from `0.0.22` to `0.0.26` in
`/python`
([#​5286](https://github.com/microsoft/agent-framework/pull/5286))
- **dependencies**: Bump `pyasn1` from `0.6.2` to `0.6.3` in `/python`
([#​4748](https://github.com/microsoft/agent-framework/pull/4748))
- **dependencies**: Bump `pytest` from `9.0.2` to `9.0.3` in
`/python/packages/ag-ui`
([#​5461](https://github.com/microsoft/agent-framework/pull/5461))
- **dependencies**: Bump `pytest` from `9.0.2` to `9.0.3` in
`/python/packages/devui`
([#​5492](https://github.com/microsoft/agent-framework/pull/5492))
- **dependencies**: Bump `pytest` from `9.0.2` to `9.0.3` in
`/python/packages/lab`
([#​5470](https://github.com/microsoft/agent-framework/pull/5470))
- **dependencies**: Bump `uv` from `0.11.3` to `0.11.6` in
`/python/packages/lab`
([#​5469](https://github.com/microsoft/agent-framework/pull/5469))
- **dependencies**: Bump `vite` from `7.1.12` to `7.3.2` in
`/python/packages/devui/frontend`
([#​5127](https://github.com/microsoft/agent-framework/pull/5127))
- **dependencies**: Bump `vite` from `7.1.12` to `7.3.2` in
`/python/samples/05-end-to-end/chatkit-integration/frontend`
([#​5126](https://github.com/microsoft/agent-framework/pull/5126))
- **dependencies**: Bump `postcss` from `8.5.6` to `8.5.10` in
`/python/packages/devui/frontend`
([#​5484](https://github.com/microsoft/agent-framework/pull/5484))
- **dependencies**: Bump `postcss` from `8.5.6` to `8.5.10` in
`/python/samples/05-end-to-end/chatkit-integration/frontend`
([#​5491](https://github.com/microsoft/agent-framework/pull/5491))
- **dependencies**: Bump `postcss` from `8.5.6` to `8.5.12` in
`/python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend`
([#​5527](https://github.com/microsoft/agent-framework/pull/5527))
- **dependencies**: Bump `picomatch` from `4.0.3` to `4.0.4` in
`/python/packages/devui/frontend`
([#​4921](https://github.com/microsoft/agent-framework/pull/4921))
- **dependencies**: Bump `picomatch` from `4.0.3` to `4.0.4` in
`/python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend`
([#​4936](https://github.com/microsoft/agent-framework/pull/4936))

### Fixed
- **agent-framework-core**: Prevent `inner_exception` from being lost in
`AgentFrameworkException`
([#​5167](https://github.com/microsoft/agent-framework/pull/5167))

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.2.0...python-1.2.1

## 1.2.0



## Changes:

* f2b215a2f6d4767fd37b17dd33195100ea2e498f .NET [WIP] Foundry Hosted
Agents Support (#​5312) [ #​5091, #​5287, #​5278, #​5281, #​5316,
#​5336, #​5341, #​5367, #​5368, #​5371, #​5374, #​5406, #​5408 ]
* 57fa8ea9022ac9ec39fb5ececb020aa042599c8f Python: Fix
OpenAIEmbeddingClient to use AsyncOpenAI for /openai/v1 endpoints
(#​5137) [ #​5068 ]
* aa582d021d69dd3b047d7664ced090dcc08b56f2 Python: feat(evals): add
ground_truth support for similarity evaluator (#​5234)
* 8f17067383154e87e3a3c8ae673c7b5f1cf71add .NET: Update .NET package
version 1.2.0 (#​5364)
* 267351b7607595cfcb2d64c739587bc50a476e2f .NET: Expand Workflow Unit
Test Coverage (#​5390)
* adcd2d33f5e32be85ea141fc8cc6fbe590aa0981 .NET: Declarative workflows -
Gracefully handle agent scenarios when no response is returned (#​5376)
* d5777bc546ba48652d85cec6093b445965533a4a fix: Duplicate CallIds cause
Handoff Message Filtering to fail (#​5359)
* b6b191ad9c2ddaaa8a647419135f01a2d3fce73a Python: Add second
approval-required tool (set_stop_loss) to
concurrent_builder_tool_approval sample (#​4875) [ #​4874 ]
* 2c8036779c20e5fa2feb6304c01e28c594e801a9 Python: Bump versions for a
release. Update CHANGELOG (#​5385)
* ce8b6305d8e7280ac9d22226a17e2e4f0828ef97 Python: Foundry hosted agent
V2 (#​5379) [ #​5177, #​5215, #​5235, #​5261, #​5281, #​5284, #​5298,
#​5372, #​5378 ]
<details><summary><b>See More</b></summary>

* 07f4c8a8d66d2fba40bdd086f16cc6dca059d054 Python: Expose forwardedProps
to agents and tools via session metadata (#​5264) [ #​5239 ]
* 04aaf0c1fe6023a579a334f9d2afe5b79ca497f0 Python: Add support for
Foundry Toolboxes (#​5346)
* 3e54a689fc96d681a072fe7e7cfc445909dac74b Python: Add search tool
content for OpenAI responses (#​5302)
* 60af59ba8b3c871065d0a288f21bfd7f0d6be3c1 .NET:
Features/3768-devui-aspire-integration (#​3771)
* 69894eded89d6e8ebf7bdb75cd0d9da54ade8b21 Python: Flatten hyperlight
execute_code output (#​5333)
* 495e1dad6bf3c62b14929805cfd5f0409c897876 Python: Fix
CopilotStudioAgent to reuse conversation ID from existing session
(#​5299) [ #​5285 ]
* 5777ed26e62e721375f78c404b8df1dfbc322560 .NET: fix: Add session
support for Handoff-hosted Agents (#​5280)
* 52303a8d07e8f9f2c3f056d969d99a9062c06219 .NET: Add Code Interpreter
container file download samples (#​5014) [ #​3081 ]
* c85d24da440ebe5266852f6356aecdadc41379c6 .NET: Fix declarative resume
edge predicates to recognize both direct and PortableValue-wrapped forms
after checkpoint restore (#​5323)
* b03cb324d5cc5e91a55b5eb9045b8ead244aaf11 Python: Add Hyperlight
CodeAct package and docs (#​5185)
* dbf935b4e30cf9ae2553cad54f6bc09668f7eb62 .NET: fix: Foundry Agents
without description in Handoff (#​5311)
* ca580a8316a904e947e48aaba8f3c00eb738ae36 .NET: Add error checking to
workflow samples (#​5175)
* 101e07b0610e2a73e0c369be7e81907a44fb243f .NET: Add Handoff sample
(#​5245)
* aee1acbf8baeb9fb3b3f196975aae9e7f7481096 .NET: Foundry Evals
integration for .NET (#​4914) [ #​5269 ]
* 91e34358eb4f2643b13537b470d8ea0aeaec7307 Python: Feat: Add
finish_reason support to AgentResponse and AgentResponseUpdate (#​5211)
[ #​4622 ]
* 90a633967ca60601fc696d335d770f9f05e236e2 Python: Fix Gemini client
support for Gemini API and Vertex AI (#​5258)
* c14beedb3af8bdee168e3a06a245a5b9d8fa5f75 test: Add Handoff
composability test (#​5208)
* 43d98974d3994486a35602467efcffb85839ce66 fix: propagate A2A metadata
with namespaced key in additional_properties (#​5240) (#​5256)
* 60da0ffb4803e0db18d3d3bde8e008eb4277882c .NET: Improve local release
build perf by only formatting for one build target framework (#​5266)
* a2044829b13659ac40f7f4112f74efcce15397cc .NET: Update
Microsoft.Extensions.AI to 10.5.0 and OpenAI to 2.10.0 and remove unused
refs (#​5269)
* 435c66e9c9f215fdea4b041da35e6ca774b63094 Python: Handle url_citation
annotations in `FoundryChatClient` streaming responses (#​5071) [ #​5029
]
* 52d50be9e06456aa8dc4adb2525b0bbd4f60d4d3 Bump Anthropic SDK to 12.13.0
and Anthropic.Foundry to 0.5.0 (#​5279)
* d20f9b5f973b0b8f693f530a8e3c0f9d9c99bb94 Add
AgentExecutorResponse.with_text() to preserve conversation history
through custom executors (#​5255) [ #​5246 ]
* 87a8fa2a9d0ffd3d0b4b31882e70c4f60462bb29 .NET: Fix intermittent
checkpoint-restore race in in-process workflow runs (#​5134)
* 8f7fd9525d1bf24f9606779ba7f8d41b66ce2ff1 Python: Add OpenAI types to
default checkpoint encoding allow list (#​5297)
* 69697065ab78502c5e58a7e6bc90ae14fdc46c20 Python: Add context_providers
and description to `workflow.as_agent()` (#​4651)
* fe4cd3cddc99f157710296dad892bec427cae991 Revert to public MCP server
and skip on transient upstream errors (#​5296)
* 611230cc8ebde031d6c15dbc15d7053ddf56b40c Python: improve
misc-integration test robustness (#​5295)
* f112150cfbc4d514b21b60a81bbe5239b4b2c81f Python: bump misc-integration
retry delay to 30s (#​5293)
* ff05c22c5853a51b83c05b6fdb3b8e982bbf3b31 Python: add experimental file
history provider (#​5248)
* eab7f09d03387a2b393f9785963353c1a09e8b6b Forward provider config to
SessionConfig in GitHubCopilotAgent (fixes #​5190) (#​5195)
* 68b93641b6802abd2d00a5191cb16c6074d39fe1 Python: Bump
agent-framework-devui to 1.0.0b260414 for release (#​5259)
* 2b251d904f1cb045ec3b7e13411cac3c1aa1e019 Python: Fix reasoning replay
when store=False (#​5250)
* 485af07b8c21896b7f24a0313b5a226b3bd711f8 Python: Add GeminiChatClient
(#​4847)
 ... (truncated)

## 1.1.1

## [1.1.1] - 2026-04-23

### Added
- **agent-framework-core**: Add `expected_output` ground-truth support
to `evaluate_workflow` for similarity evaluators
([#​5234](https://github.com/microsoft/agent-framework/pull/5234))
- **agent-framework-ag-ui**, **agent-framework-a2a**: Propagate
`thread_id` and `forwarded_props` through AG-UI to A2A `context_id`
([#​5383](https://github.com/microsoft/agent-framework/pull/5383))
- **samples**: Add second approval-required tool (`set_stop_loss`) to
`concurrent_builder_tool_approval` sample
([#​4875](https://github.com/microsoft/agent-framework/pull/4875))
- **agent-framework-core**: Add `SKIP_PARSING` sentinel for
`FunctionTool.invoke` to bypass `Content`-wrapping and return raw
function results
([#​5424](https://github.com/microsoft/agent-framework/pull/5424))

### Changed
- **agent-framework-foundry-hosting**: Correct Development Status
classifier from Beta (4) to Alpha (3) to match the package's lifecycle
stage ([#​5387](https://github.com/microsoft/agent-framework/pull/5387))
- **tests**: Add Python flaky test report workflow
([#​5342](https://github.com/microsoft/agent-framework/pull/5342))
- **agent-framework-hyperlight**: Simplify host callback to pass raw
Python results via `SKIP_PARSING`, switch `execute_code` input schema to
a plain JSON-schema dict, and tighten public API
surface
([#​5424](https://github.com/microsoft/agent-framework/pull/5424))

### Fixed
- **agent-framework-openai**: Fix OpenAI Responses streaming to
propagate `created_at` from the final `response.completed` event
([#​5382](https://github.com/microsoft/agent-framework/pull/5382))
- **agent-framework-openai**: Fix `OpenAIEmbeddingClient` to use
`AsyncOpenAI` for `/openai/v1` endpoints
([#​5137](https://github.com/microsoft/agent-framework/pull/5137))
- **agent-framework-openai**: Exclude null `file_id` from `input_image`
payload to prevent schema 400 errors
([#​5125](https://github.com/microsoft/agent-framework/pull/5125))
- **agent-framework-foundry**: Reconcile Toolbox hosted-tool payloads
with the Responses API
([#​5414](https://github.com/microsoft/agent-framework/pull/5414))
- **agent-framework-ag-ui**: Pass client `thread_id` as `session_id`
when constructing `AgentSession`
([#​5384](https://github.com/microsoft/agent-framework/pull/5384))
- **agent-framework-hyperlight**: Thread-confine `WasmSandbox`
interactions via per-entry `ThreadPoolExecutor` to eliminate the PyO3
`unsendable` panic when touched from asyncio worker threads
([#​5424](https://github.com/microsoft/agent-framework/pull/5424)) 


**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.1.0...python-1.1.1

## 1.1.0

## Changes:

* 3e864cdb4c6031cf93096fa6af4d927b31126d8a .NET: Update version to 1.1.0
(#​5204)
* 14d2ab3262580a383472b406d97b36cfd86b2787 Standardize file skills
terminology on 'directory' (#​5205)
* e5f7b9c260961916e108ca10780988aeefd51662 .NET: Support reflection for
discovery of resources and scripts in class-based skills (#​5183)
<details><summary><b>See More</b></summary>

* 1dd828d25502a1d4b4facff8e278da0668b40d28 CHANGELOG Update with V1.0.0
Release (#​5069)
* 8348584ac29f91a2c5e5e3db05166add1bb7b2af VerifySamples: Filter
projects to net10 only (#​5184)
* 6d6cb840aec8b85c6bb5e95dc680c8fdd6110394 .NET: Improve resilience of
verify-samples by building separately and improving evaluation
instructions (#​5151)
* 79afda1a6c4103baa5ae3a42b3004a9e1d28f892 Samples fixes (#​5169)
* a7a02c1abd87cdb69637aa6f51b98632b9b980c4 Fix test compat for entity
key validation (#​5179)
* 7010dd7439d1fd8f377ad062c7483edb1da60118 .NET: Support custom types in
skill resource and script functions (#​5152)
* e10d448ae29417f3aa107973ab7f7c2745cf7993 Fix handoff workflow context
management and improve AG-UI demo (#​5136)
* 942cb04ccb5adb3726f292659a7b61b5d67681b6 .NET: Fix compaction chat
history duplication bug (#​5149)
* e224f06e601a8ae16ea78c28f434848f332595a3 .NET: Update models used in
dotnet samples to gpt-5.4-mini (#​5080)
* 826d8db84c25389defa7aa13caa2016689c1b975 .NET: fix: Concurrent
Workflow Sample (#​5090)
* 4134c74060d37db60c600a5b748a4f7bfeb2ae41 Add
CreateSessionAsync(conversationId) to FoundryAgent (#​5144) [ #​5138 ]
* 86b49d800e9dc37df9d07f7924c9445ba5b8d2c2 Fix and simplify ComputerUse
sample (#​5075)
* d73c06fa8c1bcb9dc3351d3c80f023d4192765b7 .NET: Align skill folder
discovery with spec (#​5078)
* 746c7da216b9cf8d8affbfe40445fd6bcd3ae291 Revise agent examples in
README.md (#​5067)
* d30103fee6b03e2322dc13d590ef43661692b7c9 .NET: Fix input signal issue
during checkpoint restoration (#​5085)
* 55ae57c0ed403c10fc3520505198ca32e71e76d8 .NET: Add Message Delivery
Callback Overloads to Executor (#​5081)
* d284d96a9ed6cbe9220837e139ccb7202e5b5659 fix: 04_MultiModelService
sample (#​5074)
* d1a81159de1b51113c7a0357fdde14aebf1afb79 Bump Anthropic from 12.8.0 to
12.11.0 (#​5055)
* 9f0dbe5f8dc0c22861e761a26c4c6ed6e2436581 .NET: Improve workflow unit
test coverage (#​5072)
* 3fc1d000265e0db1f434fa5617d6e641b58c61a7 .NET: skill as class (#​5027)
* e4defadc799cea13efa912e7ee21ce833a5a5c92 .NET: Add github actions
workflow for verify-samples (#​5034)

This list of changes was [auto
generated](https://msdata.visualstudio.com/Vienna/_build/results?buildId=214703013&view=logs).</details>

## 1.0.1

## 1.0.1 - 2026-04-09

> [!IMPORTANT]
> **Security hardening for `FileCheckpointStorage`:** Checkpoint
deserialization now flows through a restricted unpickler by default,
which only permits a built-in set of safe Python types and all
`agent_framework` framework types. If your application stores custom
types in checkpoints, pass their `"module:qualname"` identifiers via the
new `allowed_checkpoint_types` constructor parameter — otherwise loads
will raise `WorkflowCheckpointException`. See [Security
Considerations](https://learn.microsoft.com/en-us/agent-framework/workflows/checkpoints?pivots=programming-language-python#security-considerations)
for details and the opt-in format.

### Added
- **samples**: Add sample documentation for two separate Neo4j context
providers for retrieval and memory
([#​4010](https://github.com/microsoft/agent-framework/pull/4010))
- **agent-framework-azure-cosmos**: Add Cosmos DB NoSQL checkpoint
storage for Python workflows
([#​4916](https://github.com/microsoft/agent-framework/pull/4916))

### Changed
- **docs**: Remove pre-release flag from agent-framework installation
instructions
([#​5082](https://github.com/microsoft/agent-framework/pull/5082))
- **samples**: Revise agent examples in `README.md`
([#​5067](https://github.com/microsoft/agent-framework/pull/5067))
- **repo**: Update `CHANGELOG` with v1.0.0 release
([#​5069](https://github.com/microsoft/agent-framework/pull/5069))
- **agent-framework-core**: [BREAKING] Fix handoff workflow context
management and improve AG-UI demo
([#​5136](https://github.com/microsoft/agent-framework/pull/5136))
- **agent-framework-core**: Restrict persisted checkpoint
deserialization by default
([#​4941](https://github.com/microsoft/agent-framework/pull/4941))
- **samples**: Bump `vite` from 7.3.1 to 7.3.2 in
`/python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend`
([#​5132](https://github.com/microsoft/agent-framework/pull/5132))
- **python**: Bump `cryptography` from 46.0.6 to 46.0.7
([#​5176](https://github.com/microsoft/agent-framework/pull/5176))
- **python**: Bump `mcp` from 1.26.0 to 1.27.0
([#​5117](https://github.com/microsoft/agent-framework/pull/5117))
- **python**: Bump `mcp[ws]` from 1.26.0 to 1.27.0
([#​5119](https://github.com/microsoft/agent-framework/pull/5119))

### Fixed
- **agent-framework-core**: Raise clear handler registration error for
unresolved `TypeVar` annotations
([#​4944](https://github.com/microsoft/agent-framework/pull/4944))
- **agent-framework-openai**: Fix `response_format` crash on background
polling with empty text
([#​5146](https://github.com/microsoft/agent-framework/pull/5146))
- **agent-framework-foundry**: Strip tools from `FoundryAgent` request
when `agent_reference` is present
([#​5101](https://github.com/microsoft/agent-framework/pull/5101))
- **agent-framework-core**: Fix test compatibility for entity key
validation
([#​5179](https://github.com/microsoft/agent-framework/pull/5179))
- **agent-framework-openai**: Stop emitting duplicate reasoning content
from `response.reasoning_text.done` and
`response.reasoning_summary_text.done` events
([#​5162](https://github.com/microsoft/agent-framework/pull/5162))

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.0.0...python-1.0.1

Commits viewable in [compare
view](https://github.com/microsoft/agent-framework/commits).
</details>

Updated
[Microsoft.Agents.AI.OpenAI](https://github.com/microsoft/agent-framework)
from 1.0.0 to 1.8.0.

<details>
<summary>Release notes</summary>

_Sourced from [Microsoft.Agents.AI.OpenAI's
releases](https://github.com/microsoft/agent-framework/releases)._

## 1.7.0

## [1.7.0] - 2026-05-28

### Added
- **agent-framework-core**: Add `HarnessAgent` and background-agents
harness provider
([#​6041](https://github.com/microsoft/agent-framework/pull/6041),
[#​6069](https://github.com/microsoft/agent-framework/pull/6069))
- **agent-framework-core**, **agent-framework-a2a**: Add
`A2AAgentSession` with referenced task IDs and input-required support
([#​5980](https://github.com/microsoft/agent-framework/pull/5980))
- **agent-framework-foundry**: Add experimental prompt-agent conversion
and deployment APIs
([#​5959](https://github.com/microsoft/agent-framework/pull/5959))
- **agent-framework-declarative**: Add Foundry Toolbox MCP invocation
support and sample
([#​5933](https://github.com/microsoft/agent-framework/pull/5933))
- **samples**: Add hosting samples overview README
([#​5407](https://github.com/microsoft/agent-framework/pull/5407))

### Changed
- **agent-framework-core**: Align TodoProvider tool names with the C#
implementation
([#​6107](https://github.com/microsoft/agent-framework/pull/6107))
- **agent-framework-core**: Align ModeProvider tool names and
instructions
([#​6071](https://github.com/microsoft/agent-framework/pull/6071))
- **agent-framework-chatkit**: Raise the `openai-chatkit` dependency
floor to `>=1.6.4` to match the current typed API usage.
- **agent-framework-declarative**: [BREAKING] Remove Python-only
declarative actions and rename alias kinds to C# canonical names
([#​6126](https://github.com/microsoft/agent-framework/pull/6126))
- **tests**: Replace deprecated `asyncio.iscoroutinefunction` usage in
DevUI cleanup-hook tests
([#​4563](https://github.com/microsoft/agent-framework/pull/4563))

### Fixed
- **agent-framework-core**: Point `@​experimental` warnings at user code
([#​5996](https://github.com/microsoft/agent-framework/pull/5996))
- **agent-framework-declarative**: Fix Foreach body exit wiring
([#​6050](https://github.com/microsoft/agent-framework/pull/6050))
- **agent-framework-devui**: Fix streaming memory growth regression
([#​6038](https://github.com/microsoft/agent-framework/pull/6038))
- **agent-framework-foundry**: Pass default headers to Foundry agents
([#​6040](https://github.com/microsoft/agent-framework/pull/6040))
- **agent-framework-foundry-hosting**: Fix hosted handoff argument
serialization
([#​5861](https://github.com/microsoft/agent-framework/pull/5861))
- **agent-framework-foundry-hosting**: Allow hosted checkpoints to
restore `MessageRole` values
([#​6049](https://github.com/microsoft/agent-framework/pull/6049))
- **agent-framework-openai**: Preserve citation `get_url` metadata
([#​6037](https://github.com/microsoft/agent-framework/pull/6037))
- **agent-framework-openai**: Guard Chat Completions streaming against
null deltas
([#​5734](https://github.com/microsoft/agent-framework/pull/5734))
- **agent-framework-openai**: Read response headers defensively for
stream wrappers without `.headers`
([#​6028](https://github.com/microsoft/agent-framework/pull/6028),
[#​6029](https://github.com/microsoft/agent-framework/pull/6029))
- **samples**: Fix sequential workflow sample output handling
([#​5976](https://github.com/microsoft/agent-framework/pull/5976))

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.6.0...python-1.7.0

## 1.6.1

## What's Changed
* .NET: Add hyperlight to release slnf by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5695
* .NET: Update FoundryAgent to address HostedAgents strict URL routing
by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5677
* .NET: Add IChatMessageInjector for message injection during function
loop by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5679
* .NET: Foundry.Hosting IT - eliminate MSBuild parallel-output races by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5725
* .NET: Hosted-Files sample + AgentSessionFiles SDK companion +
integration test by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5698
* .NET: Simplify ClientHeadersScope to rely on AsyncLocal natural
restoration by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5676
* .NET: Hosted Agents - RAG Sample with Azure AI Search (#​5693) by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5701
* .NET: Fix/per service input persistence on stream error by @​alliscode
in https://github.com/microsoft/agent-framework/pull/5744
* .NET: Remove Foundry Toolbox server-side tools support by @​alliscode
in https://github.com/microsoft/agent-framework/pull/5753
* .NET: DevUI: add configurable access controls for the DevUI HTTP
surface by @​moonbox3 in
https://github.com/microsoft/agent-framework/pull/5739
* .NET: Add A2A input-request content for human-in-the-loop scenarios by
@​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5743
* .NET fix: Synthesized Handoff FunctionResult is never sent to agent by
@​lokitoth in https://github.com/microsoft/agent-framework/pull/5718
* .NET: Refactor harness console rendering by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5751
* .NET: fix: align Anthropic Extensions AI version by @​danyalahmed1995
in https://github.com/microsoft/agent-framework/pull/5709
* .NET: declare Magentic protocol messages by @​he-yufeng in
https://github.com/microsoft/agent-framework/pull/5778
* .NET: Feat/dotnet shell tool by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5604
* .NET: Fix OpenAIResponsesAgentClient to include agentName in endpoint
path by @​giles17 in
https://github.com/microsoft/agent-framework/pull/5748
* .NET: CI hardening — split Functions tests, re-enable skipped
integration tests by @​giles17 in
https://github.com/microsoft/agent-framework/pull/5717
* .NET: Add harness agent package by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5782
* .NET: [Breaking Change] Auto-wire ChatClient with
OpenTelemetryChatClient in OpenTelemetryAgent by @​Copilot in
https://github.com/microsoft/agent-framework/pull/5750
* Dotnet: Fixing FoundryToolboxMcp sample to use created toolbox by
@​alliscode in https://github.com/microsoft/agent-framework/pull/5786
* .NET: fix: avoid mutating handoff message roles by @​he-yufeng in
https://github.com/microsoft/agent-framework/pull/5808
* .NET: feat(evals): add ground_truth/expected_output support for
workflow evaluation by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5755
* .NET: Update version for release. by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5789
* .NET: Fix build issue CA1873 in DevUI by using LoggerMessage source
generator by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5831
* [BREAKING] Python: DevUI: tighten default access controls and CORS
posture by @​moonbox3 in
https://github.com/microsoft/agent-framework/pull/5740
* [BREAKING] Python: Align file skill folder discovery with
agentskills.io spec by @​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5807
* .NET: Filestore improvements by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5842
* .NET: DevUI: quarantine flaky discovery integration test (#​5845) by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5846
* .NET: Update version to 1.6.1 for release by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5843

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.5.0...dotnet-1.6.1

## 1.6.0

## [1.6.0] - 2026-05-21

### Added
- **agent-framework-core**: Shell tool with support for local and Docker
execution
([#​5664](https://github.com/microsoft/agent-framework/pull/5664))
- **agent-framework-monty**: New Monty-backed CodeAct provider package
([#​5915](https://github.com/microsoft/agent-framework/pull/5915))
- **agent-framework-foundry**: Add experimental hosted tool factories on
`FoundryChatClient`
([#​5958](https://github.com/microsoft/agent-framework/pull/5958))
- **agent-framework-foundry**: Include tool definitions for Foundry
agent evals
([#​5974](https://github.com/microsoft/agent-framework/pull/5974))
- **agent-framework-a2a**: Use non-streaming transport and
`return_immediately` for background ops
([#​5963](https://github.com/microsoft/agent-framework/pull/5963))

### Changed
- **agent-framework-core**, **agent-framework-foundry**: [BREAKING]
Enable instrumentation by default
([#​5865](https://github.com/microsoft/agent-framework/pull/5865))
- **agent-framework-foundry**: Show more authentication methods in
Foundry Toolbox MCP
([#​5719](https://github.com/microsoft/agent-framework/pull/5719))

### Fixed
- **agent-framework-core**: Skip MCP prompt loading when unsupported
([#​5370](https://github.com/microsoft/agent-framework/pull/5370))

## 1.5.0

## What's Changed
* .NET: feat: Implement message filtering to exclude non-portable
content typ… by @​tarockey in
https://github.com/microsoft/agent-framework/pull/5410
* .NET: Add allow listing for WebBrowsingTool by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5605
* .NET: fix: JSON Serialization issue with MultiPartyConversation by
@​lokitoth in https://github.com/microsoft/agent-framework/pull/5653
* .NET: Improve Todo multithreading and inject todos into message list
by @​westey-m in https://github.com/microsoft/agent-framework/pull/5655
* .NET: fix: Add missing Workflows "Shared" sources to solution by
@​lokitoth in https://github.com/microsoft/agent-framework/pull/5656
* .NET: Fix QuestionExecutor looping after GotoAction re-entry in
declarative workflows by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5635
* .NET: Fix YAML block scalar parsing for file skills by @​tejakusireddy
in https://github.com/microsoft/agent-framework/pull/5610
* .NET: Add hosted agent observability sample by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5660
* .NET: Bump MEAI to 10.5.1 and add Foundry per-call x-client header
support by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5652
* .NET: Fix flaky declarative test by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5669
* .NET: Add Foundry.Hosting.IntegrationTests by @​rogerbarreto in
https://github.com/microsoft/agent-framework/pull/5598
* .NET: Issue 5662 by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5668
* .NET: Support reasoning events in AGUI by @​jeffinsibycoremont in
https://github.com/microsoft/agent-framework/pull/4953
* .NET: feat: Update Github Copilot SDK to 1.0.0-beta.2 by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5699
* .NET: feat: Implement Magentic Orchestration for .NET by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5595
* .NET: Foundry.Hosting IT - avoid MSB3026 in publish step by
@​rogerbarreto in https://github.com/microsoft/agent-framework/pull/5689
* .NET: Python: Add dotnet integration test report to CI by @​giles17 in
https://github.com/microsoft/agent-framework/pull/5515
* .NET: Non-thread-safe sequence number generation may cause duplicate
or out-of-order IDs by @​tuanaiseo in
https://github.com/microsoft/agent-framework/pull/5320
* .NET: Fix typo: sesionElement -> sessionElement by @​XiongHaoTrigger
in https://github.com/microsoft/agent-framework/pull/5674
* .NET: Mark Magentic Orchestration Experimental by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5704
* .NET: Fix function_call_output.output to be a JSON string on the wire
by @​alliscode in https://github.com/microsoft/agent-framework/pull/5705
* .NET: Update version for release by @​lokitoth in
https://github.com/microsoft/agent-framework/pull/5703

## New Contributors
* @​tarockey made their first contribution in
https://github.com/microsoft/agent-framework/pull/5410
* @​tejakusireddy made their first contribution in
https://github.com/microsoft/agent-framework/pull/5610
* @​jeffinsibycoremont made their first contribution in
https://github.com/microsoft/agent-framework/pull/4953
* @​tuanaiseo made their first contribution in
https://github.com/microsoft/agent-framework/pull/5320
* @​XiongHaoTrigger made their first contribution in
https://github.com/microsoft/agent-framework/pull/5674

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.4.0...dotnet-1.5.0

## 1.4.0

## What's Changed
* .NET: Bump OpenTelemetry packages to 1.15.3 by @​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5478
* .NET: Support returning durable workflow results from HTTP trigger
endpoint by @​kshyju in
https://github.com/microsoft/agent-framework/pull/5321
* .NET: [Breaking] Support string[] arguments for file-based skill
scripts by @​SergeyMenshykh in
https://github.com/microsoft/agent-framework/pull/5475
* .NET: Add HttpRequestAction support to declarative workflows by
@​peibekwe in https://github.com/microsoft/agent-framework/pull/5474
* .NET: Add declarative HttpRequestAction sample by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5572
* .NET: dotnet: Add hosted-agent User-Agent supplement to outgoing
requests by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5453
* .NET: Add dedicated Foundry.Hosting UnitTest project by @​rogerbarreto
in https://github.com/microsoft/agent-framework/pull/5592
* .NET: Harness Feature branch by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5310
* .NET: Hosting updates to declarative workflows by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5589
* docs: enhance README with 1.0 features and improved structure by
@​chetantoshniwal in
https://github.com/microsoft/agent-framework/pull/5534
* .NET: Update version for release by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5636
* .NET: Add Microsoft.Agents.AI.Hyperlight package for CodeAct
integration (.NET) by @​eavanvalkenburg in
https://github.com/microsoft/agent-framework/pull/5329

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.3.0...dotnet-1.4.0

## 1.3.0

## What's Changed
* .NET: Add dynamic tool expansion sample by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5425
* .NET: Update Aspire package to be preview by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5444
* .NET: Fix off-thread RunStatus race where GetStatusAsync can return
Running after ResumeAsync halts by @​peibekwe in
https://github.com/microsoft/agent-framework/pull/5412
* .NET: Update versions for release by @​westey-m in
https://github.com/microsoft/agent-framework/pull/5449
* .NET: Add streaming support to A2A agent handler by @​SergeyMenshykh
in https://github.com/microsoft/agent-framework/pull/5427
* .NET: dotnet: Add server-side Foundry Toolbox support and fix SDK
beta.4 br… by @​alliscode in
https://github.com/microsoft/agent-framework/pull/5450

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/dotnet-1.2.0...dotnet-1.3.0

## 1.2.2

## [1.2.2] - 2026-04-29

### Added
- **agent-framework-azure-contentunderstanding**: New alpha package —
Azure AI Content Understanding context provider that auto-analyzes file
attachments (documents, images, audio, video) and injects structured
results into the LLM context, with multi-document session state,
configurable timeout, output filtering via `AnalysisSection`, and
auto-registered `list_documents` / `get_analyzed_document` tools
([#​4829](https://github.com/microsoft/agent-framework/pull/4829))
- **agent-framework-foundry-hosting**: Add hosted Durable Workflow
support — propagate full conversation history to workflow agents and
wire `Workflow.as_agent()` end-to-end via the foundry hosting layer
([#​5531](https://github.com/microsoft/agent-framework/pull/5531))

### Changed
- **agent-framework-orchestrations**: [BREAKING] Standardize
orchestration terminal outputs as `AgentResponse` so
`Workflow.as_agent()` returns the final answer only; aligns
sequential-approval (`with_request_info`) and concurrent
(`intermediate_outputs=True`) flows on the same output contract
([#​5301](https://github.com/microsoft/agent-framework/pull/5301))
- **agent-framework-core**, **agent-framework-declarative**: Preserve
`Workflow.run()` shared state across calls so multi-turn `WorkflowAgent`
invocations retain context, accept `list[Message]` input in the
declarative start executor, and coerce `Enum` values when serializing
PowerFx symbols
([#​5531](https://github.com/microsoft/agent-framework/pull/5531))
- **dependencies**: Update workspace package dependencies and preserve
`mcp[ws]` / `uvicorn[standard]` extras through override-dependencies in
`/python`
([#​5555](https://github.com/microsoft/agent-framework/pull/5555))

### Fixed
- **agent-framework-core**: Fix observability spans not being correctly
nested when using streaming
([#​5552](https://github.com/microsoft/agent-framework/pull/5552))
- **agent-framework-openai**: Fix `file_search` citations breaking the
assistant-message history roundtrip — skip `hosted_file` content in the
assistant role so the Responses API no longer rejects `input_file`
([#​5557](https://github.com/microsoft/agent-framework/pull/5557))

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.2.1...python-1.2.2

## 1.2.1

## [1.2.1] - 2026-04-28

### Added
- **agent-framework-foundry-hosting**: Add file data type support to
hosted-agent Responses, refresh `foundry-hosted-agents` samples, and add
response test coverage
([#​5485](https://github.com/microsoft/agent-framework/pull/5485))
- **samples**: Add `requirements.txt` and `.env.example` to the `a2a/`
hosting sample for pip-based setup
([#​5510](https://github.com/microsoft/agent-framework/pull/5510))

### Changed
- **dependencies**: Update `rich` requirement from `<15.0.0,>=13.7.1` to
`>=13.7.1,<16.0.0` in `/python`
([#​5227](https://github.com/microsoft/agent-framework/pull/5227))
- **dependencies**: Bump `prek` from `0.3.8` to `0.3.9` in `/python`
([#​5228](https://github.com/microsoft/agent-framework/pull/5228))
- **dependencies**: Bump `python-multipart` from `0.0.22` to `0.0.26` in
`/python`
([#​5286](https://github.com/microsoft/agent-framework/pull/5286))
- **dependencies**: Bump `pyasn1` from `0.6.2` to `0.6.3` in `/python`
([#​4748](https://github.com/microsoft/agent-framework/pull/4748))
- **dependencies**: Bump `pytest` from `9.0.2` to `9.0.3` in
`/python/packages/ag-ui`
([#​5461](https://github.com/microsoft/agent-framework/pull/5461))
- **dependencies**: Bump `pytest` from `9.0.2` to `9.0.3` in
`/python/packages/devui`
([#​5492](https://github.com/microsoft/agent-framework/pull/5492))
- **dependencies**: Bump `pytest` from `9.0.2` to `9.0.3` in
`/python/packages/lab`
([#​5470](https://github.com/microsoft/agent-framework/pull/5470))
- **dependencies**: Bump `uv` from `0.11.3` to `0.11.6` in
`/python/packages/lab`
([#​5469](https://github.com/microsoft/agent-framework/pull/5469))
- **dependencies**: Bump `vite` from `7.1.12` to `7.3.2` in
`/python/packages/devui/frontend`
([#​5127](https://github.com/microsoft/agent-framework/pull/5127))
- **dependencies**: Bump `vite` from `7.1.12` to `7.3.2` in
`/python/samples/05-end-to-end/chatkit-integration/frontend`
([#​5126](https://github.com/microsoft/agent-framework/pull/5126))
- **dependencies**: Bump `postcss` from `8.5.6` to `8.5.10` in
`/python/packages/devui/frontend`
([#​5484](https://github.com/microsoft/agent-framework/pull/5484))
- **dependencies**: Bump `postcss` from `8.5.6` to `8.5.10` in
`/python/samples/05-end-to-end/chatkit-integration/frontend`
([#​5491](https://github.com/microsoft/agent-framework/pull/5491))
- **dependencies**: Bump `postcss` from `8.5.6` to `8.5.12` in
`/python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend`
([#​5527](https://github.com/microsoft/agent-framework/pull/5527))
- **dependencies**: Bump `picomatch` from `4.0.3` to `4.0.4` in
`/python/packages/devui/frontend`
([#​4921](https://github.com/microsoft/agent-framework/pull/4921))
- **dependencies**: Bump `picomatch` from `4.0.3` to `4.0.4` in
`/python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend`
([#​4936](https://github.com/microsoft/agent-framework/pull/4936))

### Fixed
- **agent-framework-core**: Prevent `inner_exception` from being lost in
`AgentFrameworkException`
([#​5167](https://github.com/microsoft/agent-framework/pull/5167))

**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.2.0...python-1.2.1

## 1.2.0



## Changes:

* f2b215a2f6d4767fd37b17dd33195100ea2e498f .NET [WIP] Foundry Hosted
Agents Support (#​5312) [ #​5091, #​5287, #​5278, #​5281, #​5316,
#​5336, #​5341, #​5367, #​5368, #​5371, #​5374, #​5406, #​5408 ]
* 57fa8ea9022ac9ec39fb5ececb020aa042599c8f Python: Fix
OpenAIEmbeddingClient to use AsyncOpenAI for /openai/v1 endpoints
(#​5137) [ #​5068 ]
* aa582d021d69dd3b047d7664ced090dcc08b56f2 Python: feat(evals): add
ground_truth support for similarity evaluator (#​5234)
* 8f17067383154e87e3a3c8ae673c7b5f1cf71add .NET: Update .NET package
version 1.2.0 (#​5364)
* 267351b7607595cfcb2d64c739587bc50a476e2f .NET: Expand Workflow Unit
Test Coverage (#​5390)
* adcd2d33f5e32be85ea141fc8cc6fbe590aa0981 .NET: Declarative workflows -
Gracefully handle agent scenarios when no response is returned (#​5376)
* d5777bc546ba48652d85cec6093b445965533a4a fix: Duplicate CallIds cause
Handoff Message Filtering to fail (#​5359)
* b6b191ad9c2ddaaa8a647419135f01a2d3fce73a Python: Add second
approval-required tool (set_stop_loss) to
concurrent_builder_tool_approval sample (#​4875) [ #​4874 ]
* 2c8036779c20e5fa2feb6304c01e28c594e801a9 Python: Bump versions for a
release. Update CHANGELOG (#​5385)
* ce8b6305d8e7280ac9d22226a17e2e4f0828ef97 Python: Foundry hosted agent
V2 (#​5379) [ #​5177, #​5215, #​5235, #​5261, #​5281, #​5284, #​5298,
#​5372, #​5378 ]
<details><summary><b>See More</b></summary>

* 07f4c8a8d66d2fba40bdd086f16cc6dca059d054 Python: Expose forwardedProps
to agents and tools via session metadata (#​5264) [ #​5239 ]
* 04aaf0c1fe6023a579a334f9d2afe5b79ca497f0 Python: Add support for
Foundry Toolboxes (#​5346)
* 3e54a689fc96d681a072fe7e7cfc445909dac74b Python: Add search tool
content for OpenAI responses (#​5302)
* 60af59ba8b3c871065d0a288f21bfd7f0d6be3c1 .NET:
Features/3768-devui-aspire-integration (#​3771)
* 69894eded89d6e8ebf7bdb75cd0d9da54ade8b21 Python: Flatten hyperlight
execute_code output (#​5333)
* 495e1dad6bf3c62b14929805cfd5f0409c897876 Python: Fix
CopilotStudioAgent to reuse conversation ID from existing session
(#​5299) [ #​5285 ]
* 5777ed26e62e721375f78c404b8df1dfbc322560 .NET: fix: Add session
support for Handoff-hosted Agents (#​5280)
* 52303a8d07e8f9f2c3f056d969d99a9062c06219 .NET: Add Code Interpreter
container file download samples (#​5014) [ #​3081 ]
* c85d24da440ebe5266852f6356aecdadc41379c6 .NET: Fix declarative resume
edge predicates to recognize both direct and PortableValue-wrapped forms
after checkpoint restore (#​5323)
* b03cb324d5cc5e91a55b5eb9045b8ead244aaf11 Python: Add Hyperlight
CodeAct package and docs (#​5185)
* dbf935b4e30cf9ae2553cad54f6bc09668f7eb62 .NET: fix: Foundry Agents
without description in Handoff (#​5311)
* ca580a8316a904e947e48aaba8f3c00eb738ae36 .NET: Add error checking to
workflow samples (#​5175)
* 101e07b0610e2a73e0c369be7e81907a44fb243f .NET: Add Handoff sample
(#​5245)
* aee1acbf8baeb9fb3b3f196975aae9e7f7481096 .NET: Foundry Evals
integration for .NET (#​4914) [ #​5269 ]
* 91e34358eb4f2643b13537b470d8ea0aeaec7307 Python: Feat: Add
finish_reason support to AgentResponse and AgentResponseUpdate (#​5211)
[ #​4622 ]
* 90a633967ca60601fc696d335d770f9f05e236e2 Python: Fix Gemini client
support for Gemini API and Vertex AI (#​5258)
* c14beedb3af8bdee168e3a06a245a5b9d8fa5f75 test: Add Handoff
composability test (#​5208)
* 43d98974d3994486a35602467efcffb85839ce66 fix: propagate A2A metadata
with namespaced key in additional_properties (#​5240) (#​5256)
* 60da0ffb4803e0db18d3d3bde8e008eb4277882c .NET: Improve local release
build perf by only formatting for one build target framework (#​5266)
* a2044829b13659ac40f7f4112f74efcce15397cc .NET: Update
Microsoft.Extensions.AI to 10.5.0 and OpenAI to 2.10.0 and remove unused
refs (#​5269)
* 435c66e9c9f215fdea4b041da35e6ca774b63094 Python: Handle url_citation
annotations in `FoundryChatClient` streaming responses (#​5071) [ #​5029
]
* 52d50be9e06456aa8dc4adb2525b0bbd4f60d4d3 Bump Anthropic SDK to 12.13.0
and Anthropic.Foundry to 0.5.0 (#​5279)
* d20f9b5f973b0b8f693f530a8e3c0f9d9c99bb94 Add
AgentExecutorResponse.with_text() to preserve conversation history
through custom executors (#​5255) [ #​5246 ]
* 87a8fa2a9d0ffd3d0b4b31882e70c4f60462bb29 .NET: Fix intermittent
checkpoint-restore race in in-process workflow runs (#​5134)
* 8f7fd9525d1bf24f9606779ba7f8d41b66ce2ff1 Python: Add OpenAI types to
default checkpoint encoding allow list (#​5297)
* 69697065ab78502c5e58a7e6bc90ae14fdc46c20 Python: Add context_providers
and description to `workflow.as_agent()` (#​4651)
* fe4cd3cddc99f157710296dad892bec427cae991 Revert to public MCP server
and skip on transient upstream errors (#​5296)
* 611230cc8ebde031d6c15dbc15d7053ddf56b40c Python: improve
misc-integration test robustness (#​5295)
* f112150cfbc4d514b21b60a81bbe5239b4b2c81f Python: bump misc-integration
retry delay to 30s (#​5293)
* ff05c22c5853a51b83c05b6fdb3b8e982bbf3b31 Python: add experimental file
history provider (#​5248)
* eab7f09d03387a2b393f9785963353c1a09e8b6b Forward provider config to
SessionConfig in GitHubCopilotAgent (fixes #​5190) (#​5195)
* 68b93641b6802abd2d00a5191cb16c6074d39fe1 Python: Bump
agent-framework-devui to 1.0.0b260414 for release (#​5259)
* 2b251d904f1cb045ec3b7e13411cac3c1aa1e019 Python: Fix reasoning replay
when store=False (#​5250)
* 485af07b8c21896b7f24a0313b5a226b3bd711f8 Python: Add GeminiChatClient
(#​4847)
 ... (truncated)

## 1.1.1

## [1.1.1] - 2026-04-23

### Added
- **agent-framework-core**: Add `expected_output` ground-truth support
to `evaluate_workflow` for similarity evaluators
([#​5234](https://github.com/microsoft/agent-framework/pull/5234))
- **agent-framework-ag-ui**, **agent-framework-a2a**: Propagate
`thread_id` and `forwarded_props` through AG-UI to A2A `context_id`
([#​5383](https://github.com/microsoft/agent-framework/pull/5383))
- **samples**: Add second approval-required tool (`set_stop_loss`) to
`concurrent_builder_tool_approval` sample
([#​4875](https://github.com/microsoft/agent-framework/pull/4875))
- **agent-framework-core**: Add `SKIP_PARSING` sentinel for
`FunctionTool.invoke` to bypass `Content`-wrapping and return raw
function results
([#​5424](https://github.com/microsoft/agent-framework/pull/5424))

### Changed
- **agent-framework-foundry-hosting**: Correct Development Status
classifier from Beta (4) to Alpha (3) to match the package's lifecycle
stage ([#​5387](https://github.com/microsoft/agent-framework/pull/5387))
- **tests**: Add Python flaky test report workflow
([#​5342](https://github.com/microsoft/agent-framework/pull/5342))
- **agent-framework-hyperlight**: Simplify host callback to pass raw
Python results via `SKIP_PARSING`, switch `execute_code` input schema to
a plain JSON-schema dict, and tighten public API
surface
([#​5424](https://github.com/microsoft/agent-framework/pull/5424))

### Fixed
- **agent-framework-openai**: Fix OpenAI Responses streaming to
propagate `created_at` from the final `response.completed` event
([#​5382](https://github.com/microsoft/agent-framework/pull/5382))
- **agent-framework-openai**: Fix `OpenAIEmbeddingClient` to use
`AsyncOpenAI` for `/openai/v1` endpoints
([#​5137](https://github.com/microsoft/agent-framework/pull/5137))
- **agent-framework-openai**: Exclude null `file_id` from `input_image`
payload to prevent schema 400 errors
([#​5125](https://github.com/microsoft/agent-framework/pull/5125))
- **agent-framework-foundry**: Reconcile Toolbox hosted-tool payloads
with the Responses API
([#​5414](https://github.com/microsoft/agent-framework/pull/5414))
- **agent-framework-ag-ui**: Pass client `thread_id` as `session_id`
when constructing `AgentSession`
([#​5384](https://github.com/microsoft/agent-framework/pull/5384))
- **agent-framework-hyperlight**: Thread-confine `WasmSandbox`
interactions via per-entry `ThreadPoolExecutor` to eliminate the PyO3
`unsendable` panic when touched from asyncio worker threads
([#​5424](https://github.com/microsoft/agent-framework/pull/5424)) 


**Full Changelog**:
https://github.com/microsoft/agent-framework/compare/python-1.1.0...python-1.1.1

## 1.1.0

## Changes:

* 3e864cdb4c6031cf93096fa6af4d927b31126d8a .NET: Update version to 1.1.0
(#​5204)
* 14d2ab3262580a383472b406d97b36cfd86b2787 Standardize file skills
terminology on 'directory' (#​5205)
* e5f7b9c260961916e108ca10780988aeefd51662 .NET: Support reflection for
discovery of resources and scripts in class-based skills (#​5183)
<details><summary><b>See More</b></summary>

* 1dd828d25502a1d4b4facff8e278da0668b40d28 CHANGELOG Update with V1.0.0
Release (#​5069)
* 8348584ac29f91a2c5e5e3db05166add1bb7b2af VerifySamples: Filter
projects to net10 only (#​5184)
* 6d6cb840aec8b85c6bb5e95dc680c8fdd6110394 .NET: Improve resilience of
verify-samples by building separately and improving evaluation
instructions (#​5151)
* 79afda1a6…
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Python: [Bug]: "type": "response.reasoning_text.delta" and "response.reasoning_text.done" both get exposed as "text_reasoning"

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