* Fix orchestration outputs so as_agent() returns the final answer only. Align other orchestration outputs
* Fix orchestration output issues from review comments
1. Sample cleanup: Remove commented-out FoundryChatClient block and update
prerequisites to reference OPENAI_CHAT_MODEL_ID instead of FOUNDRY_* vars.
2. Sequential approval output: Change _EndWithConversation.end_with_agent_executor_response
from a no-op sink to yield response.agent_response. When the last participant is
AgentApprovalExecutor (via with_request_info), _EndWithConversation is the output
executor so the yield produces the terminal answer. When the last participant is a
regular AgentExecutor, _EndWithConversation is not in output_executors so the yield
is silently filtered out.
3. Forward data events through WorkflowExecutor: _process_workflow_result now also
forwards 'data' events from sub-workflows so that emit_intermediate_data=True on
AgentExecutor works correctly when wrapped in AgentApprovalExecutor.
4. Concurrent docstring: Update _AggregateAgentConversations docstring to say
'deterministic participant order' instead of 'completion order'.
5. Add test_concurrent_intermediate_outputs_emits_data_events verifying that
ConcurrentBuilder(intermediate_outputs=True) emits per-participant data events
alongside the single aggregated output event.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Add tests for sequential workflow with_request_info and intermediate_outputs (#5301)
Address PR review comments 2, 3, and 5:
- Add test_sequential_request_info_last_participant_emits_output:
Verifies that when the last participant is wrapped via with_request_info()
(AgentApprovalExecutor), the workflow still emits a terminal output after
approval, exercising the _EndWithConversation.end_with_agent_executor_response
fallback path.
- Add test_sequential_request_info_with_intermediate_outputs_emits_data_events:
Verifies that emit_intermediate_data=True works correctly through
AgentApprovalExecutor wrapping—WorkflowExecutor._process_result already
forwards data events from sub-workflows, so intermediate agent responses
surface as data events in the parent workflow.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Fix pyright type errors from AgentResponse output refactor (#5301)
Update cast() calls in _group_chat.py and _magentic.py to use
WorkflowContext[Never, AgentResponse] instead of the old
WorkflowContext[Never, list[Message]], matching the updated method
signatures in _base_group_chat_orchestrator.py.
Fix _sequential.py _EndWithConversation.end_with_agent_executor_response
to declare WorkflowContext[Any, AgentResponse] so yield_output accepts
AgentResponse[None].
Fix _workflow_executor.py data event forwarding to handle nullable
executor_id.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Fix pyright reportUnknownVariableType in _agent.py (#5301)
Extract event.data into a typed local variable before the isinstance
check to avoid pyright narrowing it to AgentResponse[Unknown].
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Fix pyright reportMissingImports for orjson in file history samples (#5301)
Add pyright: ignore[reportMissingImports] to orjson imports that are
already guarded by try/except ImportError, matching the existing pattern
used elsewhere in the samples.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Address review feedback for #5301: review comment fixes
* Address review feedback for #5301: review comment fixes
* Revert sequential_workflow_as_agent sample to FoundryChatClient
Reverts the mistaken switch from FoundryChatClient to OpenAIChatClient
in the sequential workflow as agent sample.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Address ultrareview feedback: emit_data_events rename + WorkflowAgent reasoning conversion
Layered on top of the prior review-feedback work in this branch.
Renames:
- AgentExecutor.emit_intermediate_data -> emit_data_events (mechanical
rename; orchestration semantics live at the orchestration layer, not
the general-purpose executor). Forwarded through MagenticAgentExecutor,
AgentApprovalExecutor, and all orchestration call sites.
- HandoffAgentExecutor._check_terminate_and_yield -> _should_terminate
(pure predicate; no longer yields anything). HandoffBuilder docstring
rewritten to describe the new per-agent AgentResponse output contract.
WorkflowAgent reasoning-content conversion:
- Add _rewrite_text_to_reasoning(contents) and _msg_as_reasoning(msg)
helpers; the as_agent() path now reframes text content from data events
as text_reasoning Content blocks before merging into the AgentResponse.
- Consumers iterate msg.contents and branch on content.type — same path
they already use for Claude thinking and OpenAI reasoning. No new
field on Message/AgentResponse/WorkflowEvent.
- Streaming branch constructs fresh AgentResponseUpdate instances instead
of mutating shared payloads (regression test added).
- Helper _msg_maybe_reasoning consolidates the conditional rewrite at
three call sites in the non-streaming conversion.
Tests:
- TestWorkflowAgentReasoningHelpers + TestWorkflowAgentDataEventReasoningConversion
add 9 new tests covering helpers, non-streaming, streaming, mixed content,
already-reasoning passthrough, and mutation-safety regression.
- Updated test_sequential_as_agent_with_intermediate_outputs_includes_chain
to assert text_reasoning content for intermediate agents.
* Fix pyright: widen event.data to Any to avoid partial-unknown narrowing
The streaming conversion path narrowed event.data via isinstance against
generic AgentResponse, producing AgentResponse[Unknown] and tripping
reportUnknownVariableType/reportUnknownMemberType. Binding data: Any
before the check keeps runtime behavior identical while restoring a fully
known type for downstream access.
* Clean up design
* Scope to agent output semantics only
* yield AgentResponseUpdate streaming, AgentResponse non-streaming
* Fix mypy/pyright: widen cast types at GroupChat callsites
Eight callsites in _group_chat.py still cast to WorkflowContext[Never,
AgentResponse] but the base orchestrator methods now accept the wider
WorkflowContext[Never, AgentResponse | AgentResponseUpdate] (mode-aware
yields). W_OutT is invariant, so the narrower cast is not assignable.
Magentic was widened in the same commit; this catches the GroupChat
callsites that were missed.
* Python: skip flaky Foundry / Foundry Hosting integration tests (#5553)
These two integration tests have been failing in the merge queue across
multiple unrelated PRs (5301, 5531). Both are marked `@pytest.mark.flaky`
with 3 retries, but all attempts fail back-to-back. Skipping both with a
reason pointing to #5553 so they can be fixed properly without continuing
to block unrelated merges.
- packages/foundry_hosting/tests/test_responses_int.py::TestOptions::test_temperature_and_max_tokens
- packages/foundry/tests/foundry/test_foundry_embedding_client.py::TestFoundryEmbeddingIntegration::test_text_embedding_live
Also includes a one-line uv.lock specifier-ordering normalization
auto-applied by the poe-check pre-commit hook.
---------
Co-authored-by: Copilot <copilot@github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* fixes to FoundryAgent to connect to new hosted agents
Co-authored-by: Copilot <copilot@github.com>
* fix mypy
Co-authored-by: Copilot <copilot@github.com>
* Python: remove Foundry service session helpers
Remove the public hosted-agent service session CRUD helpers from FoundryAgent and drop the related feature-stage inventory entry.
Update the hosted-agent sample to create and delete service sessions directly through the preview AIProjectClient APIs, and tighten a few test harnesses surfaced by full workspace validation.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* fix from merge
* fix hosted env detection
Co-authored-by: Copilot <copilot@github.com>
* reverted sample update
* fix tests and code
Co-authored-by: Copilot <copilot@github.com>
* remove aenter
* skipping some tests
Co-authored-by: Copilot <copilot@github.com>
---------
Co-authored-by: Copilot <copilot@github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Python: Wrapper + Samples 1st (#5177)
* Experiment
* Update dependency and add non streaming
* Add more samples
* Rename samples
* Add invocations
* Comments 1
* Comments 2
* Comments 3
* Improve README
* Add local shell sample
* WIP: Add eval and memory samples
* Update user agent prefix
* Update user agent prefix doc
* Update dependency (#5215)
* Add tests and more content types (#5235)
* Add tests
* fix tests and sample
* Fix formatting
* Remove function approval contents
* Python: Refine samples and upgrade packages (#5261)
* Refine samples and upgrade pacakges
* Upgrade to a new package that fixes a bug
* Update model env var
* Move samples (#5281)
* Python: Upgrade agentserver packages (#5284)
* Upgrade agentserver packages
* Fix new types
* Python: Add special handling for workflows (#5298)
* Add special handling for workflows
* Address comments
* Improve samples (#5372)
* Python: Add more types (#5378)
* Add more type supports
* Upgrade packages
* Remove TODOs in README
* Fix README
* Comments and mypy
* User agent scoped
* Fix README
* Fix pre commit
* Fix pre commit 2
* Fix pre commit 3
* Fix pre commit 4
* Fix pre commit 5
* Fix pre commit 6
* Add azure-monitor-opentelemetry to dev deps
Fixes Samples & Markdown CI failure. The PR's new transitive dep on
azure-monitor-opentelemetry-exporter (via azure-ai-agentserver-core) makes
pyright resolve the azure.monitor.opentelemetry namespace, flipping the
check_md_code_blocks diagnostic for `configure_azure_monitor` from
reportMissingImports (filtered) to reportAttributeAccessIssue (not filtered).
Installing the umbrella azure-monitor-opentelemetry package in dev makes
pyright resolve the symbol correctly, matching the install guidance the
observability README already gives users.
---------
Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
Giles OdigweandCopilot
Tao ChenandGitHub
