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.NET: Issue 5662#5668

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May 7, 2026
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.NET: Issue 5662#5668
alliscode merged 8 commits into
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@alliscode alliscode commented May 5, 2026

This pull request makes significant improvements to how tool approval requests and responses are handled, ensuring that function call details are preserved and correctly reconstructed across HTTP turns. It also updates the logic to suppress internal function call events from being emitted on the wire, preventing orphaned function calls and related errors. Comprehensive tests are added and updated to validate these behaviors.

Closes #5662

Copilot AI review requested due to automatic review settings May 5, 2026 23:51
@moonbox3 moonbox3 added the .NET label May 5, 2026
@github-actions github-actions Bot changed the title Issue 5662 .NET: Issue 5662 May 5, 2026
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Automated Code Review

Reviewers: 4 | Confidence: 88%

✓ Correctness

The PR replaces a broken placeholder FunctionCallContent in MCP approval responses with a faithfully reconstructed one (preserving CallId, Name, Arguments from the original request), and suppresses FunctionCallContent at the wire to prevent orphan function_call items. The logic is internally consistent: Record stores the details, ResolveEntry retrieves them, and the reconstructed FCC matches what the backend expects. Tests are updated to reflect the new behavior. No correctness issues found.

✓ Security Reliability

The changes replace a fallback-to-wire-id pattern with a fail-fast approach when no approval mapping exists, and suppress FunctionCallContent from wire output to prevent orphan function_call items. The code is well-structured from a security and reliability perspective: the state bag is server-side (not client-controllable), SHA-256 prevents wire-id collision attacks, deserialization failures are defensively handled, and the exception message with the wire id poses no injection risk in .NET's exception handling model. No security or reliability issues identified.

✓ Test Coverage

The PR updates tests comprehensively for both the FunctionCallContent wire suppression and the richer ToolApprovalIdMap round-trip. However, there is a clearly duplicated test (same scenario tested twice with trivially different wire ids), and edge cases for null arguments in the approval entry and the defensive JsonException path in TryLoadMap are not exercised.

✗ Design Approach

I found two design-level problems. First, the new approval map persists a custom Dictionary<string, ApprovalEntry> directly into AgentSessionStateBag, but that bag serializes values using the framework's default JSON metadata, which only source-generates a fixed set of known exchange types; in AOT/no-reflection configurations this makes any session containing an approval request unserializable. Second, the new hard failure on missing approval mappings turns pre-existing or state-lost approval requests into top-level request failures, even though the new TryLoadMap path explicitly expects older-format state and drops it.


Automated review by alliscode's agents

Comment thread dotnet/src/Microsoft.Agents.AI.Foundry.Hosting/InputConverter.cs
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Pull request overview

This PR updates the Foundry Hosting wire converters to (1) suppress internal FunctionCallContent events from being emitted to the Responses API stream and (2) persist enough tool-call details during mcp_approval_request emission to reconstruct a lossless ToolApprovalResponseContent when the corresponding mcp_approval_response arrives on a later HTTP turn (issue #5662).

Changes:

  • Suppress FunctionCallContent (and related function-call wire events) in OutputConverter to prevent orphaned function_call items and subsequent resume failures.
  • Persist a full approval mapping entry (AF request id + original function call details) in session state and reconstruct the original FunctionCallContent on inbound approval responses.
  • Update/add unit tests to validate suppression behavior and lossless reconstruction, and to enforce fail-fast behavior when approval mappings are missing.
Show a summary per file
File Description
dotnet/src/Microsoft.Agents.AI.Foundry.Hosting/OutputConverter.cs Stops emitting function-call wire items and records full approval mappings when emitting mcp_approval_request.
dotnet/src/Microsoft.Agents.AI.Foundry.Hosting/InputConverter.cs Reconstructs ToolApprovalResponseContent using stored mapping entries and throws when the mapping is missing.
dotnet/src/Microsoft.Agents.AI.Foundry.Hosting/ToolApprovalIdMap.cs Changes stored state from wire-id→string to wire-id→approval entry (includes call id/name/args) and adds entry resolution helpers.
dotnet/tests/Microsoft.Agents.AI.Foundry.Hosting.UnitTests/OutputConverterTests.cs Updates expectations to ensure function-call items are suppressed at the wire and adjusts output-item counts accordingly.
dotnet/tests/Microsoft.Agents.AI.Foundry.Hosting.UnitTests/OutputConverterWorkflowTests.cs Updates workflow test expectations to account for suppressed function-call wire items.
dotnet/tests/Microsoft.Agents.AI.Foundry.Hosting.UnitTests/InputConverterTests.cs Adds/updates tests for lossless tool-call reconstruction and missing-mapping failure behavior.

Copilot's findings

  • Files reviewed: 6/6 changed files
  • Comments generated: 1

Comment thread dotnet/src/Microsoft.Agents.AI.Foundry.Hosting/ToolApprovalIdMap.cs Outdated
alliscode pushed a commit to alliscode/agent-framework that referenced this pull request May 6, 2026
Stop swallowing JsonException in ToolApprovalIdMap.TryLoadMap. The catch block recovered to an empty map and a stale comment claimed the caller would gracefully degrade via a 'wire-id fallback path' — but that path no longer exists: InputConverter.ConvertMcpApprovalResponse fails fast when no entry is found.

Letting the JsonException propagate produces an error message that points at the actual cause (a state-bag format incompatibility), instead of converting it into a confusing 'no approval mapping recorded' InvalidOperationException one stack frame later.

Refs microsoft#5662, PR microsoft#5668

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
alliscode pushed a commit to alliscode/agent-framework that referenced this pull request May 6, 2026
Stop swallowing JsonException in ToolApprovalIdMap.TryLoadMap. The catch block recovered to an empty map and a stale comment claimed the caller would gracefully degrade via a 'wire-id fallback path' — but that path no longer exists: InputConverter.ConvertMcpApprovalResponse fails fast when no entry is found.

Letting the JsonException propagate produces an error message that points at the actual cause (a state-bag format incompatibility), instead of converting it into a confusing 'no approval mapping recorded' InvalidOperationException one stack frame later.

Refs microsoft#5662, PR microsoft#5668

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
alliscode and others added 6 commits May 6, 2026 13:35
…icrosoft#5662)

Make the wire<->AF approval translation in Microsoft.Agents.AI.Foundry.Hosting lossless so the resume turn pairs function_call/function_call_output correctly.

Root cause: InputConverter.ConvertMcpApprovalResponse rebuilt FunctionCallContent with CallId set to the FICC-composed AF request id (ficc_<callId>) and Name hardcoded to 'mcp_approval'. This (a) broke Azure Conversations pairing because the persisted function_call had CallId <callId> without prefix, and (b) made FICC unable to invoke the original tool by name on resume.

Fix: ToolApprovalIdMap now records the original FunctionCallContent (CallId, Name, Arguments) keyed by wire id at outbound time. InputConverter reconstructs the original FCC on inbound, falling back to the legacy placeholder when no mapping exists.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Foundry-Hosting's OutputConverter was emitting FunctionCallContent as wire `function_call` items while dropping the paired FunctionResultContent. The result: every auto-invoked tool call left an orphan `function_call` in the response store. The next turn (chained via previous_response_id or via a workflow that yields after one turn under externalLoop) reloaded that history and submitted it to Azure Conversations, which rejected it with HTTP 400 `No tool output found for function call ...`.

Function call/result pairs are entirely internal to the agent's tool-calling loop and have no place on the wire. Approval-required calls already surface separately via ToolApprovalRequestContent → mcp_approval_request, so dropping FCC is safe.

FCC's message-close behavior is preserved so pre-tool text doesn't accidentally concatenate with post-tool text under the same MessageId. Existing OutputConverter tests asserting FCC wire emission are updated to assert suppression.

Verified end-to-end against the declarative-workflow-menu external_loop bench: three-turn previous_response_id chain (menu → carbonara price → EXIT) now completes, where it previously failed at turn 2 with HTTP 400.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
The previous best-effort placeholder fallback in InputConverter.ConvertMcpApprovalResponse couldn't actually round-trip — it just delayed and obscured the failure as an HTTP 400 deep inside the agent loop. Throw InvalidOperationException with the wire id and a clear cause hint instead so the failure is local and actionable.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
microsoft#5662)

Replace blanket FCC suppression with deferred emission. FunctionCallContent
is buffered (name + serialized arguments) keyed by CallId; the function_call
and function_call_output wire items are only flushed once the matching
FunctionResultContent arrives.

- Auto-invoked FCC/FRC pairs surface as paired wire items so Azure's stored
  conversation has matched call+output and previous_response_id resume
  works (closes the orphan-function_call symptom from microsoft#5662).
- Orphan FCCs (e.g. workflow paused at a checkpoint mid-tool-loop) are
  dropped so they never poison the response store.
- Approval flows are unchanged: TARC still emits mcp_approval_request and
  the post-approval FRC has no buffered FCC to pair with so it is dropped;
  the approval round-trip handles its own pairing via mcp_approval_*.
- Leaves the door open for future client-side function calling: that
  pattern would surface an FCC without an FRC, would need to opt out of
  buffering, but the wire shape is already correct.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Replace the deferred-emission/buffer-and-drop strategy with direct emission of both function_call and function_call_output wire items.

Rationale: a lone FunctionCallContent in OutputConverter's input can mean two semantically different things, and only the caller knows which:

- Auto-invoke (FICC response surface): always paired with a matching FRC; both halves should appear on the wire as historical record.

- HITL / port-pause request (typed RequestPort<FunctionCallContent,...> or workflow synthesizing a request): a lone FCC IS the wire signal that the caller must resume by supplying a function_call_output.

Buffering+dropping orphans silently swallows the second case. Emitting both directly is the only correct shape for OpenAI Responses semantics.

The InputConverter already accepts function_call_output and mcp_approval_response on resume, so the round-trip works for both kinds.

The approval-flow round-trip fixes (ToolApprovalIdMap rich ApprovalEntry, fail-fast on missing mapping in ConvertMcpApprovalResponse) remain intact.

Tests: updated 7 OutputConverter tests + 1 OutputConverterWorkflow test that asserted the old buffer/drop semantics; all 227 tests pass.

Refs microsoft#5662

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
@alliscode alliscode marked this pull request as ready for review May 6, 2026 20:37
Stop swallowing JsonException in ToolApprovalIdMap.TryLoadMap. The catch block recovered to an empty map and a stale comment claimed the caller would gracefully degrade via a 'wire-id fallback path' — but that path no longer exists: InputConverter.ConvertMcpApprovalResponse fails fast when no entry is found.

Letting the JsonException propagate produces an error message that points at the actual cause (a state-bag format incompatibility), instead of converting it into a confusing 'no approval mapping recorded' InvalidOperationException one stack frame later.

Refs microsoft#5662, PR microsoft#5668

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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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.NET: externalLoop + ApprovalRequiredAIFunction leaves dangling function_call in Azure Conversations API, breaks resume

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