30 Commits

• Python: Improve the handling of intermediate outputs for workflows and orchestrations (#5623)

  * Improve the handling of intermediate outputs for workflows and orchestrations
  
  * Address PR review feedback on intermediate output forwarding
  
  - Switch workflow.as_agent() forwarding to an explicit allowlist of {output,
    intermediate, data, request_info} so orchestration-internal events
    (group_chat, handoff_sent, magentic_orchestrator) stay inside the workflow
    instead of leaking into agent responses via str(data) coercion.
  - Stop raising on intermediate AgentResponseUpdate in non-streaming run();
    surface the partial as a Message with text_reasoning content. The defensive
    raise still applies to terminal output events, where Update payloads would
    corrupt message ordering.
  - Extend the DevUI workflow-event mapper so intermediate yields wrapping
    plain strings, Messages, and list[Message] render as visible output items
    instead of generic completed-trace events.
  - Add orchestration coverage for GroupChat, Handoff, and Magentic builders
    (default vs intermediate_outputs=True; structural where end-to-end is heavy).
  
  * Lift output-designation policy into a value type
  
  Replace the ``Workflow._output_executors`` list and the
  ``RunnerContext.should_label_as_intermediate`` Protocol method with a single
  immutable ``OutputDesignation`` value type owned by ``Workflow``. Thread the
  designation as a parameter through the existing call chain (Runner ->
  EdgeRunner -> Executor -> WorkflowContext) so ``yield_output`` consults the
  threaded snapshot directly rather than calling back into the runner context.
  
  Removes the ``InProcRunnerContext._workflow`` back-reference and the
  ``WorkflowBuilder.build()`` assignment that wired it up. Adds the public
  predicate ``Workflow.is_terminal_executor(executor_id)`` for external
  observers; ``OutputDesignation`` itself stays package-internal.
  
  Key decisions
  - ``OutputDesignation.designated`` is ``frozenset[str] | None`` -- ``None``
    preserves legacy "every yield is type='output'" behavior, any frozenset
    (including empty) opts into strict mode. The ``DeprecationWarning`` for
    legacy mode at build time is unchanged.
  - ``output_designation`` is an optional parameter on ``Runner``,
    ``EdgeRunner.send_message``, ``EdgeRunner._execute_on_target``,
    ``Executor.execute``, ``Executor._create_context_for_handler``, and
    ``WorkflowContext.__init__``. Each defaults to legacy ``OutputDesignation()``
    so direct callers (Azure Functions ``CapturingRunnerContext``,
    ``test_runner`` recording fixtures) keep working without ceremony.
  - The workflow-level filter in ``_run_core`` reads ``self._output_designation``
    live, preserving today's semantics where mutating the designation after
    build still affects subsequent runs (used by two existing tests).
  - ``Workflow.to_dict()`` continues to emit ``"output_executors":
    list[str] | None`` (sorted from the frozenset). Checkpoint format unchanged.
  
  Files changed
  - _workflow.py: add ``OutputDesignation`` dataclass; replace
    ``_output_executors`` with ``_output_designation``; add
    ``is_terminal_executor``; delete ``_should_yield_output_event``.
  - _runner_context.py: drop ``should_label_as_intermediate`` Protocol method
    and ``InProcRunnerContext`` impl; drop ``_workflow`` back-reference.
  - _workflow_builder.py: remove ``context._workflow = workflow`` assignment.
  - _runner.py, _edge_runner.py, _executor.py, _workflow_context.py: thread
    ``output_designation`` parameter through the call chain.
  - tests/workflow/test_output_designation.py (new): three-state coverage of
    the value type plus the public predicate delegation.
  - tests/workflow/test_workflow_builder.py, test_validation.py,
    test_workflow.py, test_runner.py and
    orchestrations/tests/test_orchestration_intermediate_vs_terminal.py:
    switch probes from ``_output_executors`` set checks to
    ``get_output_executors`` / ``is_terminal_executor``; update two
    post-build mutation tests to set ``_output_designation`` instead.
  
  Verification
  - core/tests/workflow/, orchestrations/tests/, azurefunctions/tests/:
    1119 passed, 42 skipped, 2 xfailed.
  - ``uv run poe lint``: clean.
  - ``uv run poe typing``: only the pre-existing
    ``_AGENT_FORWARDED_EVENT_TYPES`` pyright warning from 394bcd607 remains.
  
  Notes for next iteration
  - The builder's own ``_output_executors`` attribute (``list[Executor |
    SupportsAgentRun]``) is intentionally untouched; the issue scoped the
    rename to the workflow attribute.
  - Adjacent review candidates (twin ``WorkflowAgent`` translators,
    ``_AGENT_FORWARDED_EVENT_TYPES`` kind classifier,
    ``_event_origin_context`` ContextVar removal, ``WorkflowEvent`` ADT
    split, legacy-mode removal) remain out of scope.
  
  * Add explicit workflow output designation
  
  Key decisions
  
  - Extend the internal OutputDesignation value type from terminal-only membership to output/intermediate/hidden classification. Legacy mode remains outputs=None, so workflows built without output_executors or intermediate_executors still label every yield_output as type='output'.
  
  - WorkflowBuilder now accepts intermediate_executors. Providing either designation enters explicit mode; output executors emit output, intermediate executors emit intermediate, and unlisted yield_output payloads are hidden from caller-facing events while remaining in executor_completed data.
  
  - Empty explicit designation, duplicate entries, overlaps, unknown executors, and designated executors without workflow output annotations fail build validation. Existing orchestration builders pass intermediate-capable participants through intermediate_executors to preserve current intermediate_outputs behavior until participant-oriented designation lands.
  
  Files changed
  
  - packages/core/agent_framework/_workflows/_workflow.py, _workflow_builder.py, _workflow_context.py, _validation.py, _events.py
  
  - packages/core/tests/workflow/test_output_designation.py, test_output_executors_contract.py, test_strict_mode_event_labeling.py, test_validation.py, test_workflow.py, test_workflow_agent_intermediate.py
  
  - packages/orchestrations/agent_framework_orchestrations/_sequential.py, _concurrent.py, _group_chat.py, _magentic.py
  
  - packages/core/AGENTS.md
  
  Verification
  
  - uv run pytest packages/core/tests/workflow packages/orchestrations/tests packages/devui/tests/devui/test_mapper.py -q
  
  - uv run pytest packages/azurefunctions/tests -q
  
  - uv run poe lint
  
  - uv run poe typing fails only on pre-existing packages/core/agent_framework/_workflows/_agent.py _AGENT_FORWARDED_EVENT_TYPES private-use pyright error.
  
  Notes for next iteration
  
  - issues/03-core-workflow-explicit-designation.md was moved to issues/done but issues/ remains untracked and intentionally excluded from this commit.
  
  - Slice 4 should tighten workflow.as_agent() mapping for hidden emissions and streaming-only update payloads; Slice 5 should replace orchestration intermediate_outputs with participant-oriented designation.
  
  * Tighten workflow-as-agent output mapping
  
  Key decisions
  
  - Treat AgentResponseUpdate as a streaming-only payload across the workflow.as_agent() adapter, so non-streaming agent runs now reject both terminal output and intermediate workflow events carrying updates.
  - Keep streaming classification behavior explicit: terminal update payloads remain normal text content, while intermediate update payloads are rewritten to text_reasoning content.
  - Add explicit-mode coverage proving hidden yield_output emissions do not appear in non-streaming AgentResponse messages or streaming AgentResponseUpdate chunks.
  
  Files changed
  
  - packages/core/agent_framework/_workflows/_agent.py
  - packages/core/tests/workflow/test_workflow_agent_intermediate.py
  
  Verification
  
  - uv run pytest packages/core/tests/workflow/test_workflow_agent_intermediate.py -q
  - uv run pytest packages/core/tests/workflow/test_workflow_agent.py packages/core/tests/workflow/test_workflow_agent_intermediate.py -q
  - uv run pytest packages/core/tests/workflow packages/orchestrations/tests packages/devui/tests/devui/test_mapper.py -q
  - uv run poe lint
  - uv run poe typing fails only on the pre-existing packages/core/agent_framework/_workflows/_agent.py _AGENT_FORWARDED_EVENT_TYPES private-use pyright error.
  
  Blockers or notes for next iteration
  
  - issues/04-workflow-as-agent-output-mapping.md was moved to issues/done/ but issues/ remains untracked and intentionally excluded from this commit.
  - Slice 5 should replace orchestration intermediate_outputs with participant-oriented designation.
  
  * Add orchestration participant output designation
  
  Key decisions
  
  - Replace orchestration intermediate_outputs with participant-oriented output_participants and intermediate_participants across Sequential, Concurrent, GroupChat, Magentic, and Handoff builders.
  - Keep synthetic final executors terminal by default for Concurrent, GroupChat, and Magentic; keep Sequential's final participant terminal by default; keep Handoff participants terminal by default.
  - Centralize participant designation validation for empty explicit designation, duplicates, overlaps, and unknown participants, then map validated participants to workflow output/intermediate executors.
  
  Files changed
  
  - packages/orchestrations/agent_framework_orchestrations/_participant_designation.py
  - packages/orchestrations/agent_framework_orchestrations/_sequential.py
  - packages/orchestrations/agent_framework_orchestrations/_concurrent.py
  - packages/orchestrations/agent_framework_orchestrations/_group_chat.py
  - packages/orchestrations/agent_framework_orchestrations/_magentic.py
  - packages/orchestrations/agent_framework_orchestrations/_handoff.py
  - packages/orchestrations/tests/test_orchestration_intermediate_vs_terminal.py
  - packages/orchestrations/tests/test_magentic.py
  
  Blockers or notes for next iteration
  
  - issues/05-orchestration-participant-designation.md was moved to issues/done/ but issues/ remains untracked and intentionally excluded from this commit.
  - Slice 7 should migrate samples and docs away from intermediate_outputs to the new participant designation API.
  - uv run poe typing still fails only on the pre-existing packages/core/agent_framework/_workflows/_agent.py _AGENT_FORWARDED_EVENT_TYPES private-use pyright error.
  
  * Migrate samples to explicit output designation
  
  Key decisions
  
  - Replace sample usage of the removed orchestration intermediate_outputs boolean with participant-oriented intermediate_participants designation.
  - Update raw workflow guidance to show output_executors together with intermediate_executors, and document that unlisted yields are hidden in explicit designation mode.
  - Keep orchestration final outputs terminal while streaming designated participant responses as intermediate progress, including workflow.as_agent() samples where intermediates map to text_reasoning content.
  - Refresh workflow and orchestration README guidance plus the changelog reference so public docs no longer point users at intermediate_outputs.
  
  Files changed
  
  - CHANGELOG.md
  - packages/orchestrations/README.md
  - samples/README.md
  - samples/03-workflows/README.md
  - samples/03-workflows/control-flow/intermediate_vs_terminal_outputs.py
  - samples/03-workflows/orchestrations/README.md
  - samples/03-workflows/orchestrations/group_chat_agent_manager.py
  - samples/03-workflows/orchestrations/group_chat_philosophical_debate.py
  - samples/03-workflows/orchestrations/group_chat_simple_selector.py
  - samples/03-workflows/orchestrations/magentic.py
  - samples/03-workflows/orchestrations/magentic_human_plan_review.py
  - samples/03-workflows/orchestrations/sequential_chain_only_agent_responses.py
  - samples/03-workflows/agents/group_chat_workflow_as_agent.py
  - samples/03-workflows/agents/magentic_workflow_as_agent.py
  - samples/03-workflows/agents/sequential_workflow_as_agent.py
  - samples/semantic-kernel-migration/orchestrations/group_chat.py
  - samples/semantic-kernel-migration/orchestrations/magentic.py
  
  Blockers or notes for next iteration
  
  - issues/07-samples-and-docs-explicit-output-designation.md was moved to issues/done/ but issues/ remains untracked and intentionally excluded from this commit.
  - issues/06-devui-intermediate-event-rendering.md remains present and appears already satisfied by existing DevUI mapper/tests from the prior implementation slice.
  - PRD-explicit-workflow-output-designation.md remains untracked and intentionally excluded from this commit.
  
  * Render DevUI intermediate workflow outputs
  
  Key decisions
  
  - Preserve workflow output designation metadata on visible DevUI output messages and text deltas so intermediate/data emissions remain distinguishable from terminal output.
  - Render intermediate workflow message items in the execution timeline using executor metadata, while excluding them from the final workflow result aggregation.
  - Keep terminal output message rendering unchanged and retain legacy data events on the intermediate compatibility path.
  
  Files changed
  
  - packages/devui/agent_framework_devui/_mapper.py
  - packages/devui/frontend/src/components/features/workflow/execution-timeline.tsx
  - packages/devui/frontend/src/components/features/workflow/workflow-view.tsx
  - packages/devui/frontend/src/types/openai.ts
  - packages/devui/tests/devui/test_mapper.py
  
  Blockers or notes for next iteration
  
  - issues/06-devui-intermediate-event-rendering.md was moved to issues/done/ but issues/ remains untracked and intentionally excluded from this commit.
  - PRD-explicit-workflow-output-designation.md remains untracked and intentionally excluded from this commit.
  - uv run poe typing still fails only on the pre-existing packages/core/agent_framework/_workflows/_agent.py _AGENT_FORWARDED_EVENT_TYPES private-use pyright error.
  
  * Fix mypy
  
  * Clarify orchestration participant output config
  
  * Rename participant output kwargs for clarity
  
  output_participants -> final_output_from, intermediate_participants ->
  intermediate_output_from. The old names read like categories of
  participant; the new names make it clear the kwarg designates which
  participants' outputs surface as final vs. intermediate events.
  
  * Rename core workflow output kwargs with deprecation shim
  
  Adds final_output_from / intermediate_output_from as canonical kwargs on
  Workflow and WorkflowBuilder. Old output_executors / intermediate_executors
  kwargs continue to work but emit DeprecationWarning via a shared coalesce
  helper that also rejects supplying both. Wire-format keys in to_dict()
  stay as output_executors / intermediate_executors so checkpoint
  compatibility is preserved.
  
  Internal call sites in orchestrations and samples updated to the new
  names so users following sample code learn the canonical vocabulary;
  legacy callers still work with a one-shot warning.
  
  * Suppress pyright reportPrivateUsage on cross-module sentinel import
  
  * Update docstrings
  
  * Propagate sub-workflow intermediate outputs, fix handoff/sequential intermediate-only designation, and shore up tests, sample, and docstrings around the intermediate output contract.
  
  * Add canonical workflow output_from selection
  
  Key decisions:\n- Make output_from the canonical workflow-output allow-list and keep output_executors/final_output_from as deprecated compatibility aliases.\n- Treat empty output_from/intermediate_output_from lists as explicit selections and keep validation responsible for empty, duplicate, overlap, and unknown selections.\n- Remove the branch-only public intermediate_executors WorkflowBuilder kwarg while preserving legacy wire keys in to_dict().\n\nFiles changed:\n- packages/core/agent_framework/_workflows/_workflow.py\n- packages/core/agent_framework/_workflows/_workflow_builder.py\n- packages/core/agent_framework/_workflows/_workflow_context.py\n- packages/core/agent_framework/_workflows/_agent.py\n- packages/core/agent_framework/_workflows/_agent_executor.py\n- packages/core/tests/workflow/* output-selection coverage updates\n- packages/core/AGENTS.md\n- issues/done/001-canonical-list-based-output-selection.md\n\nBlockers/notes:\n- Orchestration builders still pass final_output_from internally; follow-up issue 004 should migrate them to output_from.\n- Legacy omitted-selection behavior and explicit all/all_other literals are left for issues 002 and 003.
  
  * Add explicit all workflow output selection
  
  Key decisions:
  - Treat output_from='all' as an explicit workflow-output selection sentinel and expand it at build time to executors with declared workflow output types.
  - Keep omitted output selections in legacy all-output mode with a deprecation warning that names output_from and intermediate_output_from and points to output_from='all'.
  - Reject intermediate_output_from='all' at construction because the all-output literal is output-only for this issue.
  
  Files changed:
  - packages/core/agent_framework/_workflows/_workflow_builder.py
  - packages/core/tests/workflow/test_output_executors_contract.py
  - issues/done/002-explicit-all-output-and-legacy-migration.md
  
  Blockers/notes:
  - all_other intermediate-output selection remains for issue 003.
  - Workflow-as-agent/orchestration parity remains for issue 004.
  
  * Add all-other intermediate output selection
  
  Key decisions:
  - Treat intermediate_output_from='all_other' as an explicit intermediate-output selection sentinel and expand it at build time after the workflow graph is complete.
  - Expand all_other to output-capable executors not selected by output_from; omitted or empty output_from selects no workflow outputs, while output_from='all' leaves an empty intermediate selection.
  - Keep output_from='all_other' invalid so all_other remains intermediate-output-only and runtime classification still receives concrete executor-id sets.
  
  Files changed:
  - packages/core/agent_framework/_workflows/_workflow_builder.py
  - packages/core/tests/workflow/test_output_executors_contract.py
  - issues/done/003-all-other-intermediate-output-selection.md
  
  Blockers/notes:
  - Workflow-as-agent and orchestration parity remains for issue 004.
  - Full documentation updates remain for issue 005.
  
  * Add orchestration output selection parity
  
  Key decisions:
  - Expose output_from on sequential, concurrent, group chat, handoff, and magentic builders while keeping final_output_from as a deprecated compatibility alias.
  - Resolve orchestration participant selections through the same explicit rules as workflows: output_from='all', intermediate_output_from='all_other', hidden unselected participant payloads, and overlap/duplicate/unknown/invalid-literal validation.
  - Continue preserving documented orchestration defaults by always designating each pattern's terminal internal executor where applicable.
  
  Files changed:
  - packages/orchestrations/agent_framework_orchestrations/_participant_output_config.py
  - packages/orchestrations/agent_framework_orchestrations/_sequential.py
  - packages/orchestrations/agent_framework_orchestrations/_concurrent.py
  - packages/orchestrations/agent_framework_orchestrations/_group_chat.py
  - packages/orchestrations/agent_framework_orchestrations/_handoff.py
  - packages/orchestrations/agent_framework_orchestrations/_magentic.py
  - packages/orchestrations/agent_framework_orchestrations/_orchestration_request_info.py
  - packages/orchestrations/tests/test_orchestration_intermediate_vs_terminal.py
  - issues/done/004-workflow-as-agent-and-orchestration-parity.md
  
  Blockers/notes:
  - Full documentation and sample migration wording remains for issue 005.
  - Existing tests that intentionally use final_output_from now emit the new deprecation warning.
  
  * Document workflow output selection contract
  
  Key decisions:
  - Use Workflow Output and Intermediate Output as the developer-facing terms for selected caller-facing emissions.
  - Document output_from and intermediate_output_from as the canonical API, with output_from as an allow-list and unselected payloads hidden unless explicitly selected as intermediate.
  - Add scenario and invalid-selection tables for workflow and orchestration docs, including legacy omission warnings, output_from='all', intermediate_output_from='all_other', list selections, invalid literals, overlap, duplicates, unknown selections, and empty explicit selections.
  - Migrate samples away from final_output_from and output_executors except where compatibility aliases are explicitly documented.
  
  Files changed:
  - packages/core/AGENTS.md
  - packages/orchestrations/README.md
  - packages/orchestrations/agent_framework_orchestrations/_handoff.py
  - packages/orchestrations/agent_framework_orchestrations/_sequential.py
  - samples/03-workflows/README.md
  - samples/03-workflows/control-flow/intermediate_vs_terminal_outputs.py
  - samples/03-workflows/human-in-the-loop/agents_with_approval_requests.py
  - samples/03-workflows/orchestrations/README.md
  - samples/04-hosting/foundry-hosted-agents/responses/05_workflows/main.py
  - scripts/sample_validation/create_dynamic_workflow_executor.py
  - issues/done/005-document-output-selection-contract.md
  
  Blockers/notes:
  - Direct full Ruff on scripts/sample_validation/create_dynamic_workflow_executor.py still reports pre-existing docstring/print/line-length issues outside this docs migration; syntax-focused checks for changed files pass.
  - No remaining AFK issue files are present under issues/.
  
  * Latest updates
  
  * Typing fixes
  
  * Cleanup

  Evan Mattson · 2026-05-19 00:15:25 +00:00
  3bbc81554b
• Python: [BREAKING] update to v1.0.0 (#5062)

  * updates to final deprecated pieces and versions
  
  * fix mypy
  
  * fix readme links

  Eduard van Valkenburg · 2026-04-02 15:26:30 +00:00
  3446eb8d5d
• Python: [BREAKING] Remove deprecated Python OpenAI/Azure AI surfaces (#4990)

  * [BREAKING] Remove deprecated Python OpenAI/Azure AI surfaces
  
  Also clean up follow-on docs, environment guidance, package metadata, and lab test stability.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Fix deleted semantic-kernel sample links
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Address PR review feedback
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * improve foundry language
  
  * Fix A2A Foundry sample regression
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

  Eduard van Valkenburg · 2026-03-31 20:36:21 +00:00
  3a49b1d6dd
• Python: Fix state snapshot to use deepcopy so nested mutations are detected in durable workflow activities (#4518)

  * Use deepcopy for state snapshot to detect nested mutations (#4500)
  
  Replace dict() shallow copy with copy.deepcopy() when snapshotting
  workflow state before activity execution. The shallow copy shared
  references to nested objects (dicts, lists), so in-place mutations by
  executors were reflected in both the snapshot and live state, producing
  an empty diff and preventing state updates from propagating to
  downstream activities.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Python: Fix state snapshot to use deepcopy so nested mutations are detected in durable workflow activities
  
  Fixes #4500
  
  * Address PR review: remove report, extract testable helpers (#4500)
  
  - Delete REPRODUCTION_REPORT.md (debugging artifact with local paths
    and raw LLM output)
  - Extract _create_state_snapshot() and _compute_state_updates() as
    module-level helpers in _app.py so tests exercise the production
    code path
  - Update TestStateSnapshotDiff to import and use production helpers
    instead of reimplementing snapshot/diff logic locally
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Apply pre-commit auto-fixes
  
  * Add regression tests proving shallow copy bug and deep copy isolation (#4500)
  
  Add two additional tests to TestStateSnapshotDiff:
  - test_shallow_copy_would_miss_nested_mutations: reproduces the original
    bug by demonstrating that dict() (shallow copy) misses nested mutations
  - test_create_state_snapshot_isolates_nested_objects: verifies the
    production _create_state_snapshot helper creates a true deep copy
  
  These tests ensure a regression back to shallow copy would be caught.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Add integration test exercising full activity code path (#4500)
  
  Address PR review comment: add test_executor_activity_detects_nested_state_mutations
  that captures the actual executor_activity function from _setup_executor_activity
  and verifies it detects in-place nested mutations. This test would fail if
  _app.py line 314 regressed from _create_state_snapshot() back to dict().
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Address review feedback for #4518: review comment fixes
  
  * Address PR review feedback for state snapshot diff
  
  - Inline _compute_state_updates logic at call site to reuse precomputed
    original_keys/current_keys sets, avoiding redundant set allocations
  - Fix test docstring to describe behavioral regression instead of
    hard-coding a specific line number
  - Use SOURCE_ORCHESTRATOR constant in integration test instead of
    literal string
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Apply pre-commit auto-fixes
  
  * fix: remove unused _compute_state_updates from _app.py (#4518)
  
  The function was inlined per review comment, making the module-level
  helper unused and triggering a pyright reportUnusedFunction error.
  Move the helper into the test file where it is still needed for unit
  testing the diffing logic.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

  Evan Mattson · 2026-03-12 18:43:12 +00:00
  ed2fb3b9dd
• Python: Prevent pickle deserialization of untrusted HITL HTTP input (#4566)

  * fix: prevent pickle deserialization of untrusted HITL input
  
  Add strip_pickle_markers() to sanitize HTTP input before it reaches
  pickle.loads() via the checkpoint decoding path. Applied as a 3-layer
  defence-in-depth:
  
  1. _app.py: sanitize req.get_json() at the HTTP boundary
  2. _workflow.py: sanitize in _deserialize_hitl_response() before decode
  3. _serialization.py: sanitize in reconstruct_to_type() as final guard
  
  Any dict containing __pickled__ or __type__ markers from untrusted
  sources is replaced with None, blocking arbitrary code execution via
  crafted payloads to POST /workflow/respond/{instanceId}/{requestId}.
  
  Includes 12 new unit tests covering the sanitizer and end-to-end
  attack prevention.
  
  * refactor: address review concerns for pickle fix
  
  1. Remove deserialize_value() fallback in _deserialize_hitl_response
     untrusted HITL data now returns as-is when no type hint is available,
     never flowing into pickle.loads().
  
  2. Move strip_pickle_markers() out of reconstruct_to_type()  the function
     is general-purpose again; untrusted-data callers are responsible for
     sanitizing first (documented with NOTE comment).
  
  3. Define _PICKLE_MARKER/_TYPE_MARKER as local constants with import-time
     assertions against core's values  decouples from private names while
     failing loudly if core ever changes them.
  
  4. Update tests to reflect new responsibility boundaries.
  
  * fix: simplify warning message and fix ruff RUF001 lint
  
  * fix: suppress pyright reportPrivateUsage on core marker imports
  
  * Lower marker-strip log from warning to debug to avoid log flooding
  
  * Replace assert with RuntimeError for marker sync checks (ruff S101)
  
  * Fix pyright and ruff CI errors in security fix
  
  - Use cast() for dict/list comprehensions in strip_pickle_markers (pyright)
  - type: ignore for narrowed dict return in _workflow.py (pyright)
  - Simplify marker imports: use core constants directly, remove local copies
  - Remove duplicate pyright ignore comment
  
  * Remove duplicate end-to-end test in TestStripPickleMarkers
  
  * Suppress mypy redundant-cast on list cast needed by pyright

  Ahmed Muhsin · 2026-03-10 19:29:33 +00:00
  09b3e2e4f0
• Python: Fix Python pyright package scoping and typing remediation (#4426)

  * Fix Python pyright package scoping and typing remediation
  
  Implements issue #4407 by removing the root pyright include, adding package-level pyright includes, and resolving pyright/mypy typing issues across Python packages. Also cleans unnecessary casts and applies line-level, rule-specific ignores where external libraries are too dynamic.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Reduce pyright cost in handoff cloning
  
  Simplify cloned_options construction in HandoffAgentExecutor to avoid expensive TypedDict narrowing/inference in _handoff.py, which was causing pyright to spend a long time in orchestrations.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * fix types
  
  * Fix lint and type-check regressions
  
  Resolve current Python package check failures across lint, pyright, and mypy after recent code changes, including purview/declarative pyright issues and multiple ruff simplification findings.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * fixed hooks
  
  * Stabilize package tests and test tasks
  
  Resolve cross-package non-integration test failures, simplify streaming type flow, harden locale/culture handling, and standardize package test poe tasks to exclude integration tests where applicable.
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * lots of small fixes
  
  * Fix current Python test regressions
  
  Address current failing unit tests in azure-ai, bedrock, and azure-cosmos while keeping Bedrock parsing logic inline (no new static helper methods).
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * small fixes
  
  * small fixes
  
  * removed pydantic from json
  
  * final updates
  
  * fix core
  
  * fix tests
  
  * fix obser
  
  ---------
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

  Eduard van Valkenburg · 2026-03-05 15:32:24 +00:00
  55ddd841b7
• Python: Tuning auto sample validation workflow (#4218)

  * Tuning validate-01-get-started
  
  * Add gh token
  
  * Add model
  
  * enable debug log
  
  * bump up timeout for testing purposes
  
  * Test cli is working
  
  * Fix end quote
  
  * Run gh auth
  
  * Run gh auth trail 2
  
  * Run gh auth trail 3
  
  * Test token
  
  * Add zcure login
  
  * Add zcure login 2
  
  * Add zcure login 3
  
  * Add zcure login 4
  
  * Extract common actions
  
  * Extract common actions 2
  
  * Correct env vars
  
  * Print outputs to action console
  
  * Disable end-to-end samples
  
  * Fix ruff errors
  
  * Fix ruff errors 2
  
  * Revert workflow changes to fix tests
  
  * Revert workflow changes to fix tests 2
  
  * Revert workflow changes to fix tests 3
  
  * Revert workflow changes to fix tests 4

  Tao Chen · 2026-02-27 11:45:10 +09:00
  c45d47d4b2
• Python: [BREAKING] Redesign Python exception hierarchy (#4082)

  * [BREAKING] Redesign Python exception hierarchy
  
  Replace the flat ServiceException family with domain-scoped branches:
  - AgentException (with InvalidAuth, InvalidRequest, InvalidResponse, ContentFilter)
  - ChatClientException (same consistent suberrors)
  - IntegrationException (same + InitializationError)
  - WorkflowException (Runner, Convergence, Checkpoint, Validation, Action, Declarative)
  - ContentError (AdditionItemMismatch)
  - ToolException / ToolExecutionException (unchanged)
  - MiddlewareException / MiddlewareTermination (unchanged)
  
  Key changes:
  - All Service* exceptions removed (ServiceException, ServiceInitializationError, etc.)
  - AgentExecutionException split into AgentInvalidRequest/ResponseException
  - AgentInvocationError removed, split into AgentInvalidRequest/ResponseException
  - Workflow exceptions moved from _workflows/_exceptions.py into main exceptions.py
  - _workflows/__init__.py emptied; main __init__.py imports directly from submodules
  - Purview exceptions re-parented under IntegrationException hierarchy
  - Init validation errors use built-in ValueError/TypeError instead of custom exceptions
  - CODING_STANDARD.md updated with hierarchy design and rationale
  
  Fixes microsoft/agent-framework#3410
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Clarify ToolException vs ToolExecutionException docstrings
  
  ToolException: base class for all tool-related exceptions (preconditions,
  connection/init failures).
  ToolExecutionException: runtime call failures (tool call failed, reconnect
  failed, MCP errors).
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  * Fix remaining stale imports from agent_framework._workflows
  
  - azurefunctions: _context.py, _app.py, _serialization.py, test_func_utils.py
    used 'from agent_framework._workflows import X' which broke after
    emptying _workflows/__init__.py; changed to direct submodule imports
  - azure-ai-search: test still referenced ServiceInitializationError;
    updated to ValueError to match production code
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

  Eduard van Valkenburg · 2026-02-19 17:58:14 +00:00
  5ee06853a1
• Python: Durable Support for Workflows (#3630)

  * Add workflow support for Azure Functions
  
  * fix compatability with latest framework changes and add integration tests
  
  * refactor code
  
  * remove white space
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * align help text with actual port used
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * replace instance id with a place holder
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * remove unused import
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * remove redundant typing import and fix SIM115
  
  * fix latest breaking changes
  
  * fix mypy issues
  
  * clean up imports
  
  * define source marker strings as constants
  
  * fix json module name
  
  * refactor _extract_message_content_from_dict
  
  * refactor serialization
  
  * add helper method for error response construction and remove _extract_message_content_from_dict since it is not needed
  
  * use strict tpe checking for edges
  
  * change how duplicate agent registrations are handled
  
  * cancel approval_task on HITL timeout
  
  * update docstring
  
  * fix: align azurefunctions package with core API changes after rebase
  
  - State.import_state/export_state are now sync (removed await)
  - Add State.commit() before export_state() in activity execution
  - Rename executor parameter shared_state -> state
  - Rename ctx.set_shared_state/get_shared_state -> set_state/get_state (sync)
  - WorkflowBuilder now takes start_executor as constructor kwarg
  - Update WorkflowOutputEvent -> WorkflowEvent with type='output'
  - Update RequestInfoEvent -> WorkflowEvent[Any]
  - Update SharedState -> State in test imports
  - Update duplicate agent name tests to match new warning behavior
  - Update sample README API references
  
  * fix sample check errors
  
  * fix mypy issues
  
  * fix trailing white spaces
  
  * fix test imports
  
  * feat: add durable workflow samples and adapt to main branch changes
  
  - Add workflow samples 09-12 to 04-hosting/azure_functions/
  - Adapt to ChatMessage -> Message rename from main
  - Adapt to pickle-based checkpoint encoding from main
  - Simplify _serialization.py to delegate to core encode/decode
  - Fix Message -> WorkflowMessage disambiguation in _context.py
  - Remove non-existent _checkpoint_summary import
  
  * fix: update create_checkpoint signature to match superclass
  
  * fix: correct relative link in HITL sample README
  
  * fix: resolve import breakage after rebase (State, DurableAgentThread, get_logger)
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>

  Ahmed Muhsin · 2026-02-17 22:11:33 +00:00
  bb3d3c2efc
• Python: [BREAKING] Fix #3613 chat/agent message typing alignment (#3920)

  * Fix #3613 message typing across chat and agents
  
  * Address #3613 review feedback and sample input style
  
  * refactor: use shared AgentRunMessages aliases (#3613)
  
  * refactor: rename agent run input aliases for #3613
  
  * samples: inline image content in run calls
  
  * core: export AgentRunInputs from package init
  
  * core: use explicit init re-exports without __all__
  
  * updated logging and inits
  
  * Fix core mypy export and samples XML note
  
  * Remove AgentRunInputsOrNone and dedupe loggers
  
  * Remove prepare_messages helper
  
  * fix integration tests

  Eduard van Valkenburg · 2026-02-16 15:27:25 +00:00
  dc9439a75a
• Python: [BREAKING] PR2 — Wire context provider pipeline, remove old types, update all consumers (#3850)

  * PR2: Wire context provider pipeline and update all internal consumers
  
  - Replace AgentThread with AgentSession across all packages
  - Replace ContextProvider with BaseContextProvider across all packages
  - Replace context_provider param with context_providers (Sequence)
  - Replace thread= with session= in run() signatures
  - Replace get_new_thread() with create_session()
  - Add get_session(service_session_id) to agent interface
  - DurableAgentThread -> DurableAgentSession
  - Remove _notify_thread_of_new_messages from WorkflowAgent
  - Wire before_run/after_run context provider pipeline in RawAgent
  - Auto-inject InMemoryHistoryProvider when no providers configured
  
  * fix: update all tests for context provider pipeline, fix lazy-loaders, remove old test files
  
  * refactor: update all sample files for context provider pipeline (AgentThread→AgentSession, ContextProvider→BaseContextProvider)
  
  * fix: update remaining ag-ui references (client docstring, getting_started sample)
  
  * fix: make get_session service_session_id keyword-only to avoid confusion with session_id
  
  * refactor: rename _RunContext.thread_messages to session_messages
  
  * refactor: remove _threads.py, _memory.py, and old provider files; migrate devui to use plain message lists
  
  * rename: remove _new_ prefix from test files
  
  * refactor: rewrite SlidingWindowChatMessageStore as SlidingWindowHistoryProvider(InMemoryHistoryProvider)
  
  * fix: read full history from session state directly instead of reaching into provider internals
  
  * fix: update stale .pyi stubs, sample imports, and README references for new provider types
  
  * fix: remove stale message_store, _notify_thread_of_new_messages, and session_id.key references in samples
  
  * refactor: merge context_providers and sessions sample folders into sessions, remove aggregate_context_provider
  
  * refactor: UserInfoMemory stores state in session.state instead of instance attributes
  
  * feat: add Pydantic BaseModel support to session state serialization
  
  Pydantic models stored in session.state are now automatically serialized
  via model_dump() and restored via model_validate() during to_dict()/from_dict()
  round-trips. Models are auto-registered on first serialization; use
  register_state_type() for cold-start deserialization.
  
  Also export register_state_type as a public API.
  
  * fix mem0
  
  * Update sample README links and descriptions for session terminology
  
  - Replace 'thread' with 'session' in sample descriptions across all READMEs
  - Update file links for renamed samples (mem0_sessions, redis_sessions, etc.)
  - Fix Threads section → Sessions section in main samples/README.md
  - Update tools, middleware, workflows, durabletask, azure_functions READMEs
  - Update architecture diagrams in concepts/tools/README.md
  - Update migration guides (autogen, semantic-kernel)
  
  * Fix broken Redis README link to renamed sample
  
  * Fix Mem0 OSS client search: pass scoping params as direct kwargs
  
  AsyncMemory (OSS) expects user_id/agent_id/run_id as direct kwargs,
  while AsyncMemoryClient (Platform) expects them in a filters dict.
  Adds tests for both client types.
  
  Port of fix from #3844 to new Mem0ContextProvider.
  
  * Fix rebase issues: restore missing _conversation_state.py and checkpoint decode logic
  
  - Add back _conversation_state.py (encode/decode_chat_messages) lost in rebase
  - Fix on_checkpoint_restore to decode cache/conversation with decode_chat_messages
  - Fix on_checkpoint_restore to use decode_checkpoint_value for pending requests
  - Add tests/workflow/__init__.py for relative import support
  - Fix test_agent_executor checkpoint selection (checkpoints[1] not superstep)
  
  * Add STORES_BY_DEFAULT ClassVar to skip redundant InMemoryHistoryProvider injection
  
  Chat clients that store history server-side by default (OpenAI Responses API,
  Azure AI Agent) now declare STORES_BY_DEFAULT = True. The agent checks this
  during auto-injection and skips InMemoryHistoryProvider unless the user
  explicitly sets store=False.
  
  * Fix broken markdown links in azure_ai and redis READMEs
  
  * Fix getting-started samples to use session API instead of removed thread/ContextProvider API
  
  * updates to workflow as agent
  
  * fix group chat import
  
  * Rename Thread→Session throughout, fix service_session_id propagation, remove stale AGUIThread
  
  - Fix: Propagate conversation_id from ChatResponse back to session.service_session_id
    in both streaming and non-streaming paths in _agents.py
  - Rename AgentThreadException → AgentSessionException
  - Remove stale AGUIThread from ag_ui lazy-loader
  - Rename use_service_thread → use_service_session in ag-ui package
  - Rename test functions from *_thread_* to *_session_*
  - Rename sample files from *_thread* to *_session*
  - Update docstrings and comments: thread → session
  - Update _mcp.py kwargs filter: add 'session' alongside 'thread'
  - Fix ContinuationToken docstring example: thread=thread → session=session
  - Fix _clients.py docstring: 'Agent threads' → 'Agent sessions'
  
  * Fix broken markdown links after thread→session file renames
  
  * fix azure ai test

  Eduard van Valkenburg · 2026-02-12 21:00:32 +00:00
  1e350ea22f
• Python: replace pre-commit with prek, add PEP 723 script deps, clean up dev dependencies (#3748)

  * python: replace pre-commit with prek, add PEP 723 script deps, clean up dev dependencies
  
  - Replace pre-commit with prek (Rust-native, faster pre-commit alternative)
  - Move supported hooks to repo: builtin for zero-clone speed
  - Add new builtin hooks: trailing-whitespace, check-merge-conflict, detect-private-key, check-added-large-files
  - Update all hook versions to latest (pre-commit-hooks v6, pyupgrade v3.21.2, bandit 1.9.3, uv-pre-commit 0.10.0)
  - Add PEP 723 inline script metadata to 34 samples with external deps
  - Remove autogen-agentchat/autogen-ext from dev deps (now declared per-sample)
  - Remove unused dev deps: pytest-env, tomli-w
  - Add agent-framework-core>=1.0.0b260130 lower bound to all 21 packages
  - Update CI workflow to use j178/prek-action
  - Update docs: DEV_SETUP.md, AGENTS.md, CODING_STANDARD.md, SAMPLE_GUIDELINES.md
  
  * updated lock
  
  * python: fix prek config paths for local execution and CI workflow
  
  Remove global 'files: ^python/' filter and strip python/ prefix from all path patterns in .pre-commit-config.yaml so prek finds files when run from the python/ directory. Update CI workflow to use --cd python instead of --config path. Include trailing whitespace fixes and dev dependency cleanup.
  
  * python: move helper scripts to scripts/ folder and exclude from checks
  
  * python: exclude AGENTS.md from prek markdown code lint
  
  * python: exclude AGENTS.md and azure_ai_search sample from markdown lint
  
  * fix m365 sample
  
  * python: ignore CPY rule for samples with PEP 723 headers
  
  * fix in dev_setup
  
  * python: replace aiofiles with regular open in samples
  
  * python: suppress reportUnusedImport in markdown code block checker
  
  * python: use samples pyright config for markdown code block checker
  
  Write a temp pyrightconfig.json matching pyrightconfig.samples.json rules (typeCheckingMode=off, only reportMissingImports and reportAttributeAccessIssue). Filter output to only fail on these rules since syntax-level errors (top-level await, undefined vars) are expected in README documentation snippets.
  
  * python: use markdown-code-lint with fixed globs instead of prek file list
  
  The prek-markdown-code-lint task received all changed files including non-README markdown and files with pre-existing broken imports. Replace with the standard markdown-code-lint task which uses the correct glob patterns (README.md, packages/**/README.md, samples/**/*.md).
  
  * python: exclude READMEs with pre-existing broken imports from markdown lint
  
  * python: fix broken README code snippets instead of excluding them
  
  - ag-ui: replace TextContent (removed) with content.type == 'text'
  - durabletask: fix import path to durabletask.worker.TaskHubGrpcWorker
  - orchestrations: use constructor params instead of .participants() method
  - observability: mark deprecated code blocks as plain text, filter
    reportMissingImports to agent_framework modules only
  - remove README excludes from markdown-code-lint task
  
  * add revision to gaia download
  
  * feat(python): parallelize checks across packages
  
  Run (package × task) cross-product in parallel using ThreadPoolExecutor
  and subprocesses. Key changes:
  
  - Add scripts/task_runner.py with shared parallel execution engine
  - Update run_tasks_in_packages_if_exists.py to accept multiple tasks
  - Update run_tasks_in_changed_packages.py with --files flag and parallel support
  - Add check-packages poe task (fmt+lint+pyright+mypy in parallel)
  - Add prek-markdown-code-lint and prek-samples-check with change detection
  - Split CI code quality workflow into parallel prek and mypy jobs
  - Update DEV_SETUP.md to document new parallel behavior
  
  Core package changes still trigger checks on all packages.
  
  * feat(ci): split code quality into 4 parallel jobs
  
  Split the single prek job into parallel jobs:
  - pre-commit-hooks: lightweight hooks (SKIP=poe-check)
  - package-checks: fmt/lint/pyright/mypy via check-packages
  - samples-markdown: samples-lint, samples-syntax, markdown-code-lint
  - mypy: change-detected mypy checks
  
  All 4 jobs run concurrently (×2 Python versions = 8 runners).
  
  * feat(ci): use only Python 3.10 for code quality checks
  
  * refactor(python): add future annotations and remove quoted types
  
  Add `from __future__ import annotations` to 93 package files that
  used quoted string annotations, then run pyupgrade --py310-plus to
  remove the now-unnecessary quotes.
  
  Fixes https://github.com/microsoft/agent-framework/issues/3578

  Eduard van Valkenburg · 2026-02-09 17:51:01 +00:00
  977c3adfb2
• Python: [BREAKING] Renamed AgentProtocol to SupportsAgentRun (#3717)

  * Renamed AgentProtocol to AgentLike
  
  * Resolved comments
  
  * Renamed AgentLike to SupportsAgentRun
  
  * Resolved comments

  Dmytro Struk · 2026-02-06 17:53:21 +00:00
  15256bb616
• Python: Merge durabletask changes into main (#3420)

  * Python: Add initial scaffold for `durabletask` package (#2761)
  
  * Add initial scaffold
  
  * Update design
  
  * Fix mypy and update design
  
  * add additional style considered
  
  * Address comments
  
  * Fix test
  
  * Update readmes
  
  * Python: Rebase durable task feature branch with main (#2806)
  
  * Python: Add Entity State Providers for DurableTask Package (#2981)
  
  * Add Entity State Providers
  
  * address comments
  
  * Fix tests
  
  * Fix tests
  
  * Revert unrelated changes and remove thread_id
  
  * Revert unrelated files
  
  * Python: [Durabletask] Update `feature-durabletask-python` branch with `main` (#3068)
  
  * Python: Add factory pattern to concurrent orchestration builder (#2738)
  
  * Add factory pattern to concurrent orchestration builder
  
  * Update readme
  
  * Address AI comments
  
  * Fix unit tests
  
  * Fix import
  
  * Prevent multiple calls to set participants or factories
  
  * Add comments
  
  * Mitigate warnings
  
  * Fix mypy
  
  * Address comments
  
  * Address Copilot comments
  
  * Fix tests
  
  * Python: fix: GroupChat ManagerSelectionResponse JSON Schema for OpenAI Structured Outpu… (#2750)
  
  * fix: ManagerSelectionResponse JSON Schema for OpenAI Structured Output Strict Mode
  
  * refactor: install pre-commit then commit again
  
  * Capture file IDs from code interpreter in streaming responses (#2741)
  
  * .NET: [BREAKING] Prevent nulls in AIAgent property (#2719)
  
  * prevent nulls in AIAgent property
  
  * address feedback
  
  * code ql sm04598 (#2723)
  
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * .NET: Add Conversation State Sample (Step05) (#2697)
  
  * Initial plan
  
  * Add Agent_OpenAI_Step05_Conversation sample for conversation state management
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update Program.cs comment to accurately describe the sample
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update the code to use the ConversationClient more in line with the samples in OpenAI
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Changing sample to use ChatClientAgent and conversationId in GetNewThread
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.7 to 4.0.4.11 (#2777)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.4.11
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump Azure.Identity from 1.17.0 to 1.17.1 (#2780)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2778)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python: added more complete parsing for mcp tool arguments (#2756)
  
  * added more complete parsing for mcp tool arguments
  
  * fixed mypy
  
  * added nonlocal model counter, and some fixes
  
  * fixes in naming logic
  
  * extracted json parsing function, added parametrized test and checked coverage
  
  * Python: Updated package versions (#2784)
  
  * Updated package versions
  
  * Small fix
  
  * Bump actions/checkout from 5 to 6 (#2404)
  
  Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.
  - [Release notes](https://github.com/actions/checkout/releases)
  - [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
  - [Commits](https://github.com/actions/checkout/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/checkout
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * .NET: adds support for labels in edges,  fixes rendering of labels in dot a… (#1507)
  
  * adds support for labels in edges,  fixes rendering of labels in dot and mermaid, adds rendering of labels in edges
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Visualization/WorkflowVisualizer.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * escaping edge labels, adding tests for labels containing strange characters that would break the diagram and enabling the previous signature so the API has backwards compatibility.
  
  * Unify label in EdgeData
  
  * Edge API adjustments, removed useless "sanitizer"
  
  * fixed test
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Jacob Alber <jaalber@microsoft.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Added custom args and thread object to ai_function kwargs (#2769)
  
  * Added an example of using kwargs in ai_function
  
  * Added thread object to ai_function kwargs
  
  * Updated docs
  
  * Small fix
  
  * Added thread parameter filtering
  
  * Fix WorkflowAgent to include thread convo history. Enable checkpointing. (#2774)
  
  * Update OpenAIResponses.yaml to match AgentSchema (#2598)
  
  1. Update `connection` child types --  `kind: ApiKey` to `kind: key` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/apikeyconnection/
  
  2.  Update `outputSchema`'s `PropertySchema` to be `kind` instead of `type` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/propertyschema/
  
  * Python: Remove warnings from workflow builder on not using factories (#2808)
  
  * Revert concurrent
  
  * Fix comments
  
  * Python: Filter framework kwargs from MCP tool invocations (#2870)
  
  * Filter framework kwargs from MCP tool invocations
  
  * Fixes
  
  * Python: Fix WorkflowAgent to emit yield_output as agent response (#2866)
  
  * Fix WorkflowAgent to emit yield_output as agent response
  
  * use raw_representation
  
  * Raw representation handling
  
  * Python: Use agent description in HandoffBuilder auto-generated tools (#2713) (#2714)
  
  ## Summary
  Enhanced `HandoffBuilder._apply_auto_tools` to use the target agent's
  description when creating handoff tools, providing more informative tool
  descriptions for LLMs.
  
  ## Changes
  - Modified `_apply_auto_tools` to extract `description` from
    `AgentExecutor._agent` when available
  - Updated iteration to use `.items()` for more efficient dict traversal
  - Handoff tools now use agent descriptions instead of generic placeholders
  
  ## Example
  Before: "Handoff to the refund_agent agent."
  After: "You handle refund requests. Ask for order details and process refunds."
  
  ## Testing
  - All handoff tests pass (20/20)
  - No breaking changes to existing API
  
  Fixes #2713
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  
  * Python: [BREAKING] Observability updates (#2782)
  
  * fixes Python: Add env_file_path parameter to setup_observability() similar to AzureOpenAIChatClient
  Fixes #2186
  
  * WIP on updates using configure_azure_monitor
  
  * improved setup and clarity
  
  * fixed root .env.example
  
  * revert changes
  
  * updated files
  
  * updated sample
  
  * updated zero code
  
  * test fixes and fixed links
  
  * fix devui
  
  * removed planning docs
  
  * added enable method and updated readme and samples
  
  * clarified docstring
  
  * add return annotation
  
  * updated naming
  
  * update capatilized version
  
  * updated readme and some fixes
  
  * updated decorator name inline with the rest
  
  * feedback from comments addressed
  
  * Python: Fix middleware terminate flag to exit function calling loop immediately (#2868)
  
  * Fix middleware terminate flag to exit function calling loop immediately
  
  * Eliminating duck typing
  
  * Improve function exec result handling
  
  * Fix race condition
  
  * Fix mypy issues
  
  * Python: Fix context duplication in handoff workflows when restoring from checkpoint (#2867)
  
  * Fix context duplication in handoff workflows when restoring from checkpoint
  
  * Address Copilot PR review
  
  * .NET: Update to latest Azure.AI.*, OpenAI, and M.E.AI* (#2850)
  
  * Update to latest Azure.AI.*, OpenAI, and M.E.AI*
  
  Absorb breaking changes in Responses surface area
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/GettingStarted/AgentWithOpenAI/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Program.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Using patch to remove the model is necessary, updated the response client to actually use the the ForAgent
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Bump actions/download-artifact from 6 to 7 (#2862)
  
  Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 6 to 7.
  - [Release notes](https://github.com/actions/download-artifact/releases)
  - [Commits](https://github.com/actions/download-artifact/compare/v6...v7)
  
  ---
  updated-dependencies:
  - dependency-name: actions/download-artifact
    dependency-version: '7'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/cache from 4 to 5 (#2861)
  
  Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
  - [Release notes](https://github.com/actions/cache/releases)
  - [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
  - [Commits](https://github.com/actions/cache/compare/v4...v5)
  
  ---
  updated-dependencies:
  - dependency-name: actions/cache
    dependency-version: '5'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/upload-artifact from 5 to 6 (#2860)
  
  Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.
  - [Release notes](https://github.com/actions/upload-artifact/releases)
  - [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/upload-artifact
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python : Ollama Connector for Agent Framework (#1104)
  
  * Initial Commit for Olama Connector
  
  * Added Olama Sample
  
  * Add Sample & Fixed Open Telemetry
  
  * Fixed Spelling from Olama to Ollama
  
  * remove"opentelemetry-semantic-conventions-ai ~=0.4.13" since its handled in a different pr
  
  * Added Tool Calling
  
  * Finalizing test cases
  
  * Adjust samples to be more reliable
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/pyproject.toml
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/tests/test_ollama_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Improved Docstrings & Sample
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Integrate PR Feedback
  - Divided Streaming and Non-Streaming into independent Methods
  - Catch Ollama Validation Error
  - Add OTEL Provider Name
  - Checked Ollama Messages
  - Add Usage Statistics
  
  * Revert setting, so it can be none
  
  * Validate Message formatting between AF and Ollama
  
  * Catch Ollama Error and raise a ServiceResponse Error
  
  * Fix mypy error
  
  * remove .vscode comma
  
  * Add Reasoning support & adjust to new structure
  
  * Add Ollama Multimodality and Reasoning
  
  * Add test cases for reasoning
  
  * Add Tests for Error Handling in Ollama Client
  
  * Update python/samples/getting_started/multimodal_input/ollama_chat_multimodal.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Integrated Copilot Feedback
  
  * Implement first PR Feedback
  
  * Adjust Readme files for examples
  
  * Adjust argument passing via additional chat options
  
  * Implemented PR Feedback
  
  * Removing Ollama Package from Core and moving samples
  
  * Fix Link & Adding Samples to Main Sample Readme
  
  * Fixing Links in Readme
  
  * Moved Multimodal and Chat Example
  
  * Fixed Link in ChatClient to Ollama
  
  * Fix AgentFramework Links in Ollama Project
  
  * Fix observability breaking change
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Skip failing IT (#2904)
  
  * .NET: Cosmos DB UT Fast Skip (For Non-Configured Local envs) (#2906)
  
  * Cosmos DB UT Fast Skip (Non-Configured Local envs) + Long running UT skip in pipeline when no CosmosDB changes happened
  
  * Force a CosmosDB source code change to trigger the pipeline
  
  * Address possible string boolean mismatch
  
  * Add debug
  
  * Enabling emulator always when running IT
  
  * .NET: Add TTLs to durable agent sessions (#2679)
  
  * .NET: Add TTLs to durable agent sessions
  
  * Remove unnecessary async
  
  * PR feedback: clarify UTC
  
  * PR feedback: limit minimum signal delay to <= 5 minutes
  
  * PR feedback: Fix TTL disablement
  
  * Linter: use auto-property
  
  * Fix build break from OpenAI SDK change
  
  * Updated CHANGELOG.md
  
  * PR feedback
  
  * Reduce default TTL to 14 days to work around DTS bug
  
  * Python:  Update Mem0Provider to use v2 search API `filters` parameter (#2766)
  
  * short fix to move id parameters to filters object
  
  * added tests
  
  * small fix
  
  * mem0 dependency update
  
  * Updated package versions (#2913)
  
  * .NET: Switch to new "Run" method name. (#2843)
  
  * Switch to new "RunAgent" method name.
  
  * Try to disable false positive naming warning.
  
  * Add comment about disabled warnings.
  
  * Rename `RunAgent` to just `Run`.
  
  * Update CHANGELOG.
  
  * Python: Switch to new "run" method name. (#2890)
  
  * Switch to `run` method.
  
  * Add support for deprecated `run_agent`.
  
  * Fix entity method name.
  
  * Fix method name and improve tests.
  
  * Update comment.
  
  * Update Python CHANGELOG.
  
  * [BREAKING] Python: Add factory pattern to handoff orchestration builder (#2844)
  
  * WIP: Factory pattern to handoff
  
  * Add factory pattern to concurrent orchestration builder; Next: tests and sample verification
  
  * Add tests and improve comments
  
  * Fix mypy
  
  * Simplify handoff_simple.py
  
  * Simplify handoff_autonoumous.py and bug fix
  
  * Update readme
  
  * Address Copilot comments
  
  * Python: Flow custom kwargs to agents via Workflow SharedState (#2894)
  
  * Flow custom kwargs to agents via SharedState
  
  * Address Copilot feedback
  
  * Improve sample typing
  
  * Fix test
  
  * Fix Pydantic error when using Literal type for tool params (#2893)
  
  * Updated Ollama package version (#2920)
  
  * Python: Azure AI Agent with Bing Grounding Citations Sample (#2892)
  
  * bing grounding sample with citations
  
  * small fix
  
  * fix
  
  * .NET: Make DelegatingAIAgent abstract (#2797)
  
  * Initial plan
  
  * Make DelegatingAIAgent abstract
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Added additional arguments for Azure AI agent (#2922)
  
  * Python: Correction of MCP image type conversion in  _mcp.py (#2901)
  
  * Correction of MCP image type conversion in  _mcp.py
  
  * Added a new overload to the init function of the DataContent() type of the Agent Framework, edited the test case to correctly test the usage of the data and uri fields while using DataContent()
  
  * Fixed tests related to the changes of the DataContent type, added testing for both string and byte representations
  
  * Pass kwargs into subworkflows (#2923)
  
  * Python: Move ollama samples to samples getting started dir (#2921)
  
  * Move ollama samples to samples getting started dir
  
  * Address feedback
  
  * Python: fix: correct BadRequestError when using Pydantic model in response_fo… (#1843)
  
  * fix: correct BadRequestError when using Pydantic model in response_format
  
  * Fix lint
  
  ---------
  
  Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
  
  * .NET: [Breaking] Delete display name property (#2758)
  
  * delete the AIAgent.DisplayName property
  
  * use agent name as a first value for activity display name
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Specialized/HandoffAgentExecutor.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: cleanup and refactoring of chat clients (#2937)
  
  * refactoring and unifying naming schemes of internal methods of chat clients
  
  * set tool_choice to auto
  
  * fix for mypy
  
  * added note on naming and fix #2951
  
  * fix responses
  
  * fixes in azure ai agents client
  
  * Python: Workflow add option to visualize internal executors (#2917)
  
  * Workflow add option to visualize internal executors
  
  * Address Copilot comments
  
  * Python: Fixes Run ID and Thread ID casing to align with AG-UI Typescript SDK (#2948)
  
  * added camelCase input to run id and thread id aligning with @ag-ui/core
  
  * fixed per copilot suggestions
  
  * Python: Add workflow cancellation sample (#2732)
  
  * Add workflow cancellation sample
  
  Add sample demonstrating how to cancel a running workflow using asyncio
  tasks. Shows both cancellation mid-execution and normal completion paths.
  Useful for implementing timeouts, graceful shutdown, or A2A executors.
  
  * update docstring
  
  * .NET: Update Anthropic package to version 12.0.0 (#2914)
  
  * Initial plan
  
  * Update Anthropic package to version 12.0.0
  
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  * Python: Add Azure Managed Redis Support with Credential Provider (#2887)
  
  * azure redis support
  
  * small fixes
  
  * azure managed redis sample
  
  * fixes
  
  * Bump CommunityToolkit.Aspire.OllamaSharp from 13.0.0-beta.440 to 13.0.0 (#2856)
  
  ---
  updated-dependencies:
  - dependency-name: CommunityToolkit.Aspire.OllamaSharp
    dependency-version: 13.0.0
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.11 to 4.0.5 (#2853)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2854)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Fix WorkflowAgent event handling and kwargs forwarding (#2946)
  
  * Fix kwargs propagation through workflow.as_agent()
  
  * Fix WorkflowAgent to respect AgentExecutor output_response setting
  
  * .NET: Use GrpcEntityRunner instead of TaskEntityDispatcher (#2759)
  
  * Use GrpcEntityRunner instead of TaskEntityDispatcher
  
  * Pin to Durable worker 1.11.0
  
  * Set the invocation result
  
  * Update all Durable packages
  
  * Update changelog, rename dispatcher to encondedEntityRequest
  
  * Python: Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG (#2968)
  
  * Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG
  
  * update lock
  
  * Fix formatting
  
  * Fix ChatKit typing
  
  * Python: Introducing Foundry Local Chat Clients (#2915)
  
  * redo foundry local chat client
  
  * fix mypy and spelling
  
  * better docstring, updated sample
  
  * fixed tests and added tests
  
  * small sample update
  
  * Updated package versions (#2978)
  
  * Python: Added GitHub MCP sample with PAT (#2967)
  
  * added github mcp sample with PAT
  
  * addressed copilot fixes
  
  * env fix
  
  * Python: Preserve reasoning blocks with OpenRouter (#2950)
  
  * Preserve reasoning blocks with OpenRouter
  
  * Put encrypted reasoning in TextReasoningContent
  
  * Remove unneccessary change
  
  * Fix docs
  
  * Support streaming
  
  * Fix handling None in TextReasoningContent.text
  
  * Python: Added response.created and response.in_progress event process to OpenAIBaseResponseClient (#2975)
  
  * added response.created and response.in_progress to include response.id
  
  * better doc string
  
  * added tests for the new streaming event types
  
  * Python: Introducing support for Bedrock-hosted models (Anthropic, Cohere, etc.) (#2610)
  
  * Pushing the bedrock related changes to the new branch after addressing the review comments
  
  * 2524 Addressed the second round review comments
  
  * 2524 Addressed few more minor comments on the PR
  
  * resolving the merge conflict
  
  * 2524 resolved the uv.lock conflicts
  
  * 2524 addressed more comments
  
  * 2524 removed the print statement to fix the checks failure
  
  * 2524 resolved the CI failure issues
  
  * 2524 fixing the CI breaks
  
  * 2524 Addressed the review comment
  
  * 2524 resolved conflict
  
  ---------
  
  Co-authored-by: Sunil Dutta <sunil.dutta@penske.com>
  Co-authored-by: budgetboardingai <apurva.sharma31@gmail.com>
  
  * .NET: [Durable Agents] Reliable streaming sample (#2942)
  
  * .NET: [Durable Agents] Reliable streaming sample
  
  * Add automated validation for new sample
  
  * Address Copilot PR feedback
  
  * Fix typo in README.md about agent definitions (#2634)
  
  * Fix typo in README.md about agent definitions
  
  * Update agent-samples/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: latency improvements (#3014)
  
  * latency improvements
  
  * fixed mypy, added coding standards and instructions
  
  * slight logic improvement
  
  * Python: Updated package versions (#3024)
  
  * Updated package versions
  
  * Updated changelog
  
  * Python: add powerfx safe mode (#3028)
  
  * add powerfx safe mode
  
  * improved docstring and aligned env_file loading
  
  * ensured test uses reset
  
  * .NET: [Breaking] Introduce RunCoreAsync/RunCoreStreamingAsync delegation pattern in AIAgent (#2749)
  
  * Initial plan
  
  * Refactor AIAgent: Make RunAsync and RunStreamingAsync non-abstract, add RunCoreAsync and RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix infinite recursion in test implementations
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Make RunAsync and RunStreamingAsync non-virtual as requested
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix DelegatingAIAgent subclasses to use RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix XML documentation references in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Restore <see cref> tags with proper qualified signatures in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Rollback unnecessary XML documentation changes in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Remove pragma and update crefs to RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix EntityAgentWrapper to call base.RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * fix compilation issues
  
  * fix compilatio issue
  
  * fix tests
  
  * fix unit tests
  
  * fix unit test
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <sergemenshikh@gmail.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Remove from feature branch
  
  * Remove ollama changes
  
  ---------
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: Tao Chen <taochen@microsoft.com>
  Co-authored-by: Kurt <65111699+q33566@users.noreply.github.com>
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  Co-authored-by: Korolev Dmitry <deagle.gross@gmail.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  Co-authored-by: Jose Luis Latorre Millas <joslat@gmail.com>
  Co-authored-by: Jacob Alber <jaalber@microsoft.com>
  Co-authored-by: Richard Ortega <richardjortega@gmail.com>
  Co-authored-by: 刘邦学AI <lbbniu@gmail.com>
  Co-authored-by: Stephen Toub <stoub@microsoft.com>
  Co-authored-by: Nico Möller <nkm-moeller@mail.de>
  Co-authored-by: Chris Gillum <cgillum@microsoft.com>
  Co-authored-by: Giles Odigwe <79032838+giles17@users.noreply.github.com>
  Co-authored-by: Phillip Hoff <phillip.hoff@gmail.com>
  Co-authored-by: Ege Ozan Özyedek <36128615+egeozanozyedek@users.noreply.github.com>
  Co-authored-by: samueljohnsiby <66901393+samueljohnsiby@users.noreply.github.com>
  Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
  Co-authored-by: Hao Luo <338265+howlowck@users.noreply.github.com>
  Co-authored-by: Victor Dibia <chuvidi2003@gmail.com>
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  Co-authored-by: Jacob Viau <javia@microsoft.com>
  Co-authored-by: SuperKenVery <39673849+SuperKenVery@users.noreply.github.com>
  Co-authored-by: Sunil Dutta <dutta.2003@gmail.com>
  Co-authored-by: Sunil Dutta <sunil.dutta@penske.com>
  Co-authored-by: budgetboardingai <apurva.sharma31@gmail.com>
  Co-authored-by: Syrine Chelly <62653967+SyChell@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <sergemenshikh@gmail.com>
  
  * Python: Complete durableagent package   (#3058)
  
  * Add worker and clients
  
  * Clean code and refactor common code
  
  * Implement sample
  
  * Add sample
  
  * Update readmes
  
  * Fix tests
  
  * Fix tests
  
  * Update requirements
  
  * Fix typo
  
  * Address comments
  
  * use response.text
  
  * .NET: Python: Merge main into feature-durabletask-python branch  (#3160)
  
  * Python: Add factory pattern to concurrent orchestration builder (#2738)
  
  * Add factory pattern to concurrent orchestration builder
  
  * Update readme
  
  * Address AI comments
  
  * Fix unit tests
  
  * Fix import
  
  * Prevent multiple calls to set participants or factories
  
  * Add comments
  
  * Mitigate warnings
  
  * Fix mypy
  
  * Address comments
  
  * Address Copilot comments
  
  * Fix tests
  
  * Python: fix: GroupChat ManagerSelectionResponse JSON Schema for OpenAI Structured Outpu… (#2750)
  
  * fix: ManagerSelectionResponse JSON Schema for OpenAI Structured Output Strict Mode
  
  * refactor: install pre-commit then commit again
  
  * Capture file IDs from code interpreter in streaming responses (#2741)
  
  * .NET: [BREAKING] Prevent nulls in AIAgent property (#2719)
  
  * prevent nulls in AIAgent property
  
  * address feedback
  
  * code ql sm04598 (#2723)
  
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * .NET: Add Conversation State Sample (Step05) (#2697)
  
  * Initial plan
  
  * Add Agent_OpenAI_Step05_Conversation sample for conversation state management
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update Program.cs comment to accurately describe the sample
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update the code to use the ConversationClient more in line with the samples in OpenAI
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Changing sample to use ChatClientAgent and conversationId in GetNewThread
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.7 to 4.0.4.11 (#2777)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.4.11
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump Azure.Identity from 1.17.0 to 1.17.1 (#2780)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2778)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python: added more complete parsing for mcp tool arguments (#2756)
  
  * added more complete parsing for mcp tool arguments
  
  * fixed mypy
  
  * added nonlocal model counter, and some fixes
  
  * fixes in naming logic
  
  * extracted json parsing function, added parametrized test and checked coverage
  
  * Python: Updated package versions (#2784)
  
  * Updated package versions
  
  * Small fix
  
  * Bump actions/checkout from 5 to 6 (#2404)
  
  Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.
  - [Release notes](https://github.com/actions/checkout/releases)
  - [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
  - [Commits](https://github.com/actions/checkout/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/checkout
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * .NET: adds support for labels in edges,  fixes rendering of labels in dot a… (#1507)
  
  * adds support for labels in edges,  fixes rendering of labels in dot and mermaid, adds rendering of labels in edges
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Visualization/WorkflowVisualizer.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * escaping edge labels, adding tests for labels containing strange characters that would break the diagram and enabling the previous signature so the API has backwards compatibility.
  
  * Unify label in EdgeData
  
  * Edge API adjustments, removed useless "sanitizer"
  
  * fixed test
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Jacob Alber <jaalber@microsoft.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Added custom args and thread object to ai_function kwargs (#2769)
  
  * Added an example of using kwargs in ai_function
  
  * Added thread object to ai_function kwargs
  
  * Updated docs
  
  * Small fix
  
  * Added thread parameter filtering
  
  * Fix WorkflowAgent to include thread convo history. Enable checkpointing. (#2774)
  
  * Update OpenAIResponses.yaml to match AgentSchema (#2598)
  
  1. Update `connection` child types --  `kind: ApiKey` to `kind: key` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/apikeyconnection/
  
  2.  Update `outputSchema`'s `PropertySchema` to be `kind` instead of `type` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/propertyschema/
  
  * Python: Remove warnings from workflow builder on not using factories (#2808)
  
  * Revert concurrent
  
  * Fix comments
  
  * Python: Filter framework kwargs from MCP tool invocations (#2870)
  
  * Filter framework kwargs from MCP tool invocations
  
  * Fixes
  
  * Python: Fix WorkflowAgent to emit yield_output as agent response (#2866)
  
  * Fix WorkflowAgent to emit yield_output as agent response
  
  * use raw_representation
  
  * Raw representation handling
  
  * Python: Use agent description in HandoffBuilder auto-generated tools (#2713) (#2714)
  
  ## Summary
  Enhanced `HandoffBuilder._apply_auto_tools` to use the target agent's
  description when creating handoff tools, providing more informative tool
  descriptions for LLMs.
  
  ## Changes
  - Modified `_apply_auto_tools` to extract `description` from
    `AgentExecutor._agent` when available
  - Updated iteration to use `.items()` for more efficient dict traversal
  - Handoff tools now use agent descriptions instead of generic placeholders
  
  ## Example
  Before: "Handoff to the refund_agent agent."
  After: "You handle refund requests. Ask for order details and process refunds."
  
  ## Testing
  - All handoff tests pass (20/20)
  - No breaking changes to existing API
  
  Fixes #2713
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  
  * Python: [BREAKING] Observability updates (#2782)
  
  * fixes Python: Add env_file_path parameter to setup_observability() similar to AzureOpenAIChatClient
  Fixes #2186
  
  * WIP on updates using configure_azure_monitor
  
  * improved setup and clarity
  
  * fixed root .env.example
  
  * revert changes
  
  * updated files
  
  * updated sample
  
  * updated zero code
  
  * test fixes and fixed links
  
  * fix devui
  
  * removed planning docs
  
  * added enable method and updated readme and samples
  
  * clarified docstring
  
  * add return annotation
  
  * updated naming
  
  * update capatilized version
  
  * updated readme and some fixes
  
  * updated decorator name inline with the rest
  
  * feedback from comments addressed
  
  * Python: Fix middleware terminate flag to exit function calling loop immediately (#2868)
  
  * Fix middleware terminate flag to exit function calling loop immediately
  
  * Eliminating duck typing
  
  * Improve function exec result handling
  
  * Fix race condition
  
  * Fix mypy issues
  
  * Python: Fix context duplication in handoff workflows when restoring from checkpoint (#2867)
  
  * Fix context duplication in handoff workflows when restoring from checkpoint
  
  * Address Copilot PR review
  
  * .NET: Update to latest Azure.AI.*, OpenAI, and M.E.AI* (#2850)
  
  * Update to latest Azure.AI.*, OpenAI, and M.E.AI*
  
  Absorb breaking changes in Responses surface area
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/GettingStarted/AgentWithOpenAI/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Program.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Using patch to remove the model is necessary, updated the response client to actually use the the ForAgent
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Bump actions/download-artifact from 6 to 7 (#2862)
  
  Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 6 to 7.
  - [Release notes](https://github.com/actions/download-artifact/releases)
  - [Commits](https://github.com/actions/download-artifact/compare/v6...v7)
  
  ---
  updated-dependencies:
  - dependency-name: actions/download-artifact
    dependency-version: '7'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/cache from 4 to 5 (#2861)
  
  Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
  - [Release notes](https://github.com/actions/cache/releases)
  - [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
  - [Commits](https://github.com/actions/cache/compare/v4...v5)
  
  ---
  updated-dependencies:
  - dependency-name: actions/cache
    dependency-version: '5'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/upload-artifact from 5 to 6 (#2860)
  
  Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.
  - [Release notes](https://github.com/actions/upload-artifact/releases)
  - [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/upload-artifact
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python : Ollama Connector for Agent Framework (#1104)
  
  * Initial Commit for Olama Connector
  
  * Added Olama Sample
  
  * Add Sample & Fixed Open Telemetry
  
  * Fixed Spelling from Olama to Ollama
  
  * remove"opentelemetry-semantic-conventions-ai ~=0.4.13" since its handled in a different pr
  
  * Added Tool Calling
  
  * Finalizing test cases
  
  * Adjust samples to be more reliable
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/pyproject.toml
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/tests/test_ollama_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Improved Docstrings & Sample
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Integrate PR Feedback
  - Divided Streaming and Non-Streaming into independent Methods
  - Catch Ollama Validation Error
  - Add OTEL Provider Name
  - Checked Ollama Messages
  - Add Usage Statistics
  
  * Revert setting, so it can be none
  
  * Validate Message formatting between AF and Ollama
  
  * Catch Ollama Error and raise a ServiceResponse Error
  
  * Fix mypy error
  
  * remove .vscode comma
  
  * Add Reasoning support & adjust to new structure
  
  * Add Ollama Multimodality and Reasoning
  
  * Add test cases for reasoning
  
  * Add Tests for Error Handling in Ollama Client
  
  * Update python/samples/getting_started/multimodal_input/ollama_chat_multimodal.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Integrated Copilot Feedback
  
  * Implement first PR Feedback
  
  * Adjust Readme files for examples
  
  * Adjust argument passing via additional chat options
  
  * Implemented PR Feedback
  
  * Removing Ollama Package from Core and moving samples
  
  * Fix Link & Adding Samples to Main Sample Readme
  
  * Fixing Links in Readme
  
  * Moved Multimodal and Chat Example
  
  * Fixed Link in ChatClient to Ollama
  
  * Fix AgentFramework Links in Ollama Project
  
  * Fix observability breaking change
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Skip failing IT (#2904)
  
  * .NET: Cosmos DB UT Fast Skip (For Non-Configured Local envs) (#2906)
  
  * Cosmos DB UT Fast Skip (Non-Configured Local envs) + Long running UT skip in pipeline when no CosmosDB changes happened
  
  * Force a CosmosDB source code change to trigger the pipeline
  
  * Address possible string boolean mismatch
  
  * Add debug
  
  * Enabling emulator always when running IT
  
  * .NET: Add TTLs to durable agent sessions (#2679)
  
  * .NET: Add TTLs to durable agent sessions
  
  * Remove unnecessary async
  
  * PR feedback: clarify UTC
  
  * PR feedback: limit minimum signal delay to <= 5 minutes
  
  * PR feedback: Fix TTL disablement
  
  * Linter: use auto-property
  
  * Fix build break from OpenAI SDK change
  
  * Updated CHANGELOG.md
  
  * PR feedback
  
  * Reduce default TTL to 14 days to work around DTS bug
  
  * Python:  Update Mem0Provider to use v2 search API `filters` parameter (#2766)
  
  * short fix to move id parameters to filters object
  
  * added tests
  
  * small fix
  
  * mem0 dependency update
  
  * Updated package versions (#2913)
  
  * .NET: Switch to new "Run" method name. (#2843)
  
  * Switch to new "RunAgent" method name.
  
  * Try to disable false positive naming warning.
  
  * Add comment about disabled warnings.
  
  * Rename `RunAgent` to just `Run`.
  
  * Update CHANGELOG.
  
  * Python: Switch to new "run" method name. (#2890)
  
  * Switch to `run` method.
  
  * Add support for deprecated `run_agent`.
  
  * Fix entity method name.
  
  * Fix method name and improve tests.
  
  * Update comment.
  
  * Update Python CHANGELOG.
  
  * [BREAKING] Python: Add factory pattern to handoff orchestration builder (#2844)
  
  * WIP: Factory pattern to handoff
  
  * Add factory pattern to concurrent orchestration builder; Next: tests and sample verification
  
  * Add tests and improve comments
  
  * Fix mypy
  
  * Simplify handoff_simple.py
  
  * Simplify handoff_autonoumous.py and bug fix
  
  * Update readme
  
  * Address Copilot comments
  
  * Python: Flow custom kwargs to agents via Workflow SharedState (#2894)
  
  * Flow custom kwargs to agents via SharedState
  
  * Address Copilot feedback
  
  * Improve sample typing
  
  * Fix test
  
  * Fix Pydantic error when using Literal type for tool params (#2893)
  
  * Updated Ollama package version (#2920)
  
  * Python: Azure AI Agent with Bing Grounding Citations Sample (#2892)
  
  * bing grounding sample with citations
  
  * small fix
  
  * fix
  
  * .NET: Make DelegatingAIAgent abstract (#2797)
  
  * Initial plan
  
  * Make DelegatingAIAgent abstract
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Added additional arguments for Azure AI agent (#2922)
  
  * Python: Correction of MCP image type conversion in  _mcp.py (#2901)
  
  * Correction of MCP image type conversion in  _mcp.py
  
  * Added a new overload to the init function of the DataContent() type of the Agent Framework, edited the test case to correctly test the usage of the data and uri fields while using DataContent()
  
  * Fixed tests related to the changes of the DataContent type, added testing for both string and byte representations
  
  * Pass kwargs into subworkflows (#2923)
  
  * Python: Move ollama samples to samples getting started dir (#2921)
  
  * Move ollama samples to samples getting started dir
  
  * Address feedback
  
  * Python: fix: correct BadRequestError when using Pydantic model in response_fo… (#1843)
  
  * fix: correct BadRequestError when using Pydantic model in response_format
  
  * Fix lint
  
  ---------
  
  Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
  
  * .NET: [Breaking] Delete display name property (#2758)
  
  * delete the AIAgent.DisplayName property
  
  * use agent name as a first value for activity display name
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Specialized/HandoffAgentExecutor.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: cleanup and refactoring of chat clients (#2937)
  
  * refactoring and unifying naming schemes of internal methods of chat clients
  
  * set tool_choice to auto
  
  * fix for mypy
  
  * added note on naming and fix #2951
  
  * fix responses
  
  * fixes in azure ai agents client
  
  * Python: Workflow add option to visualize internal executors (#2917)
  
  * Workflow add option to visualize internal executors
  
  * Address Copilot comments
  
  * Python: Fixes Run ID and Thread ID casing to align with AG-UI Typescript SDK (#2948)
  
  * added camelCase input to run id and thread id aligning with @ag-ui/core
  
  * fixed per copilot suggestions
  
  * Python: Add workflow cancellation sample (#2732)
  
  * Add workflow cancellation sample
  
  Add sample demonstrating how to cancel a running workflow using asyncio
  tasks. Shows both cancellation mid-execution and normal completion paths.
  Useful for implementing timeouts, graceful shutdown, or A2A executors.
  
  * update docstring
  
  * .NET: Update Anthropic package to version 12.0.0 (#2914)
  
  * Initial plan
  
  * Update Anthropic package to version 12.0.0
  
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  * Python: Add Azure Managed Redis Support with Credential Provider (#2887)
  
  * azure redis support
  
  * small fixes
  
  * azure managed redis sample
  
  * fixes
  
  * Bump CommunityToolkit.Aspire.OllamaSharp from 13.0.0-beta.440 to 13.0.0 (#2856)
  
  ---
  updated-dependencies:
  - dependency-name: CommunityToolkit.Aspire.OllamaSharp
    dependency-version: 13.0.0
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.11 to 4.0.5 (#2853)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2854)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Fix WorkflowAgent event handling and kwargs forwarding (#2946)
  
  * Fix kwargs propagation through workflow.as_agent()
  
  * Fix WorkflowAgent to respect AgentExecutor output_response setting
  
  * .NET: Use GrpcEntityRunner instead of TaskEntityDispatcher (#2759)
  
  * Use GrpcEntityRunner instead of TaskEntityDispatcher
  
  * Pin to Durable worker 1.11.0
  
  * Set the invocation result
  
  * Update all Durable packages
  
  * Update changelog, rename dispatcher to encondedEntityRequest
  
  * Python: Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG (#2968)
  
  * Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG
  
  * update lock
  
  * Fix formatting
  
  * Fix ChatKit typing
  
  * Python: Introducing Foundry Local Chat Clients (#2915)
  
  * redo foundry local chat client
  
  * fix mypy and spelling
  
  * better docstring, updated sample
  
  * fixed tests and added tests
  
  * small sample update
  
  * Updated package versions (#2978)
  
  * Python: Added GitHub MCP sample with PAT (#2967)
  
  * added github mcp sample with PAT
  
  * addressed copilot fixes
  
  * env fix
  
  * Python: Preserve reasoning blocks with OpenRouter (#2950)
  
  * Preserve reasoning blocks with OpenRouter
  
  * Put encrypted reasoning in TextReasoningContent
  
  * Remove unneccessary change
  
  * Fix docs
  
  * Support streaming
  
  * Fix handling None in TextReasoningContent.text
  
  * Python: Added response.created and response.in_progress event process to OpenAIBaseResponseClient (#2975)
  
  * added response.created and response.in_progress to include response.id
  
  * better doc string
  
  * added tests for the new streaming event types
  
  * Python: Introducing support for Bedrock-hosted models (Anthropic, Cohere, etc.) (#2610)
  
  * Pushing the bedrock related changes to the new branch after addressing the review comments
  
  * 2524 Addressed the second round review comments
  
  * 2524 Addressed few more minor comments on the PR
  
  * resolving the merge conflict
  
  * 2524 resolved the uv.lock conflicts
  
  * 2524 addressed more comments
  
  * 2524 removed the print statement to fix the checks failure
  
  * 2524 resolved the CI failure issues
  
  * 2524 fixing the CI breaks
  
  * 2524 Addressed the review comment
  
  * 2524 resolved conflict
  
  ---------
  
  Co-authored-by: Sunil Dutta <sunil.dutta@penske.com>
  Co-authored-by: budgetboardingai <apurva.sharma31@gmail.com>
  
  * .NET: [Durable Agents] Reliable streaming sample (#2942)
  
  * .NET: [Durable Agents] Reliable streaming sample
  
  * Add automated validation for new sample
  
  * Address Copilot PR feedback
  
  * Fix typo in README.md about agent definitions (#2634)
  
  * Fix typo in README.md about agent definitions
  
  * Update agent-samples/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: latency improvements (#3014)
  
  * latency improvements
  
  * fixed mypy, added coding standards and instructions
  
  * slight logic improvement
  
  * Python: Updated package versions (#3024)
  
  * Updated package versions
  
  * Updated changelog
  
  * Python: add powerfx safe mode (#3028)
  
  * add powerfx safe mode
  
  * improved docstring and aligned env_file loading
  
  * ensured test uses reset
  
  * .NET: [Breaking] Introduce RunCoreAsync/RunCoreStreamingAsync delegation pattern in AIAgent (#2749)
  
  * Initial plan
  
  * Refactor AIAgent: Make RunAsync and RunStreamingAsync non-abstract, add RunCoreAsync and RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix infinite recursion in test implementations
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Make RunAsync and RunStreamingAsync non-virtual as requested
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix DelegatingAIAgent subclasses to use RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix XML documentation references in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Restore <see cref> tags with proper qualified signatures in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Rollback unnecessary XML documentation changes in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Remove pragma and update crefs to RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix EntityAgentWrapper to call base.RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * fix compilation issues
  
  * fix compilatio issue
  
  * fix tests
  
  * fix unit tests
  
  * fix unit test
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <sergemenshikh@gmail.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * add issue template and additional labeling (#3006)
  
  * fix and extra int test (#3037)
  
  * .NET: [BREAKING] Refactor ChatMessageStore methods to be similar to AIContextProvider and add filtering support (#2604)
  
  * Refactor ChatMessageStore methods to be similar to AIContextProvider
  
  * Fix file encoding
  
  * Ensure that AIContextProvider messages area also persisted.
  
  * Update formatting and seal context classes
  
  * Improve formatting
  
  * Remove optional messages from constructor and add unit test
  
  * Add ChatMessageStore filtering via a decorator
  
  * Update sample and cosmos message store to store AIContextProvider messages in right order. Fix unit tests.
  
  * Update Workflowmessage store to use aicontext provider messages.
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Improve xml docs messaging
  
  * Address code review comments.
  
  * Also notify message store on failure
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * [BREAKING] Remove unused AgentThreadMetadata (#3067)
  
  * Remove unused AgentThreadMetadata
  
  * Update DurableTask Changelog
  
  * Python: Fix AzureAIClient failure when conversation history contains assistant messages (#3076)
  
  * Fix AzureAIClient failure when conversation history contains assistant messages
  
  * Address PR review feedback: improve docstring and test assertions
  
  * Remove redundant cast
  
  * Fix: Update OTLP exporter protocol conditions (#3070)
  
  * Python: Fix ExecutorInvokedEvent and ExecutorCompletedEvent observability data (#3090)
  
  * Fix ExecutorInvokedEvent.data mutation bug
  
  * Fix bug related to not yielding output type
  
  * .NET: Seal ChatClientAgentThread (#2842)
  
  * Initial plan
  
  * Seal ChatClientAgentThread class
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix broken strands urls. (#3102)
  
  * Fix broken strands urls.
  
  * Fix typos
  
  * .NET: Fix message ordering inconsistency when using AIContextProvider (#2659)
  
  * Initial plan
  
  * Fix message ordering inconsistency when using AIContextProvider
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Revert to original message ordering: Input, AIContextProvider, Response
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Reorder messages to ChatClient to match MessageStore order: Existing, Input, AIContextProvider
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Remove redundant test methods as existing tests already verify the behavior
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * fix: tool_choice parameter not being honored when passed to agent.run() (#3095)
  
  * sharepoint sample fix (#3108)
  
  * Bump versions to 1.0.0b260106 for a release. Update CHANGELOG.md (#3109)
  
  * Bump Bedrock version to latest (#3110)
  
  * Python: Fix MCP tool result serialization for list[TextContent] (#2523)
  
  * Fix MCP tool result serialization for list[TextContent]
  
  When MCP tools return results containing list[TextContent], they were
  incorrectly serialized to object repr strings like:
  '[<agent_framework._types.TextContent object at 0x...>]'
  
  This fix properly extracts text content from list items by:
  1. Checking if items have a 'text' attribute (TextContent)
  2. Using model_dump() for items that support it
  3. Falling back to str() for other types
  4. Joining single items as plain text, multiple items as JSON array
  
  Fixes #2509
  
  * Address PR review feedback for MCP tool result serialization
  
  - Extract serialize_content_result() to shared _utils.py
  - Fix logic: use texts[0] instead of join for single item
  - Add type annotation: texts: list[str] = []
  - Return empty string for empty list instead of '[]'
  - Move import json to file top level
  - Add comprehensive unit tests for serialization
  
  * Address PR review feedback: fix type checking and double serialization
  
  - Add isinstance(item.text, str) check to ensure text attribute is a string
  - Fix double-serialization issue by keeping model_dump results as dicts
    until final json.dumps (removes escaped JSON strings in arrays)
  - Improve docstring with detailed return value documentation
  - Add test for non-string text attribute handling
  - Add tests for list type tool results in _events.py path
  
  * Simplify PR: minimal changes to fix MCP tool result serialization
  
  Addresses reviewer feedback about excessive refactoring:
  - Reset _events.py to original structure
  - Only add import and use serialize_content_result in one location
  - All review comments addressed in serialize_content_result():
    - Added isinstance(item.text, str) check
    - Use model_dump(mode="json") to avoid double-serialization
    - Improved docstring with explicit return value documentation
    - Empty list returns "" instead of "[]"
  
  * Refactor: Move MCP TextContent serialization to core prepare_function_call_results
  
  Per reviewer feedback, moved the TextContent serialization logic from
  ag-ui's serialize_content_result to the core package's
  prepare_function_call_results function.
  
  Changes:
  - Added handling for objects with 'text' attribute (like MCP TextContent)
    in _prepare_function_call_results_as_dumpable
  - Removed serialize_content_result from ag-ui/_utils.py
  - Updated _events.py and _message_adapters.py to use
    prepare_function_call_results from core package
  - Updated tests to match the core function's behavior
  
  * Fix failing tests for prepare_function_call_results behavior
  
  - test_tool_result_with_none: Update expected value to 'null' (JSON serialization of None)
  - test_tool_result_with_model_dump_objects: Use Pydantic BaseModel instead of plain class
  
  * Fix B903 linter error: Convert MockTextContent to dataclass
  
  The ruff linter was reporting B903 (class could be dataclass or namedtuple)
  for the MockTextContent test helper classes. This commit converts them to
  dataclasses to satisfy the linter check.
  
  * Python: Improve DevUI, add Context Inspector view as new tab under traces (#2742)
  
  * Improve DevUI, add Context Inspector view as new tab under traces
  
  * fix mypy errors
  
  * fix: Handle stale MCP connections in DevUI executor
  
  MCP tools can become stale when HTTP streaming responses end - the underlying
  stdio streams close but `is_connected` remains True. This causes subsequent
  requests to fail with `ClosedResourceError`.
  
  Add `_ensure_mcp_connections()` to detect and reconnect stale MCP tools before
  agent execution. This is a workaround for an upstream Agent Framework issue
  where connection state isn't properly tracked.
  
  Fixes MCP tools failing on second HTTP request in DevUI.
  
  fixes  #1476 #1515 #2865
  
  * fix #1572 report import dependency errors more clearly
  
  * Ensure there is streaming toggle where users can select streaming vs non streaming mode in devui . Fixes .NET: [Python] DevUI tool call rendering in non-streaming mode?
  
  * remove unused dead code
  
  * improve ux - workflows with agents show a chat component in execution timelien, also ensure magentic final output shows correctly
  
  * update ui build
  
  * update devui to use instrumentation instead of tracing, other instrumentation and type/instance check fixes
  
  * .NET: Seal factory contexts and add non JSO deserialize overloads (#3066)
  
  * Seal factory contexts and add non JSO deserialize overloads
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Enable blank issues in issue template configuration
  
  Need to re-enable creating blank issues
  
  * updated templates (#3106)
  
  * updated templates
  
  * enabled blank and fixed triage
  
  * made language optional and moved to the bottom for features
  
  * Python: Streaming sample for azurefunctions (#3057)
  
  * Streaming sample for azurefunctions
  
  * Fixed links and sample name
  
  * Addressed feedback
  
  * Addressed feedback
  
  * Fixed integration tests
  
  * Updated test
  
  * Python: fix(azure-ai): Fix response_format handling for structured outputs (#3114)
  
  * fix(azure-ai): read response_format from chat_options instead of run_options
  
  * refactor: use explicit None checks for response_format
  
  * Fix mypy error
  
  * Mypy fix
  
  * Python: Bump python version to 1.0.0b260107 for a release (#3128)
  
  * Bump python version to 1.0.0b260107 for a release
  
  * Update changelog
  
  * Make A2AAgent public, so that it's concrete implementation methods can be used. (#3119)
  
  * .NET: Map additional props <-> A2A metadata (#3137)
  
  * map additional props from agent run options to a2a request metadata
  
  * small touches
  
  * add unit tests for new extension methods
  
  * Sort using
  
  * add unit test
  
  * add additiona unit tests
  
  * special case json element to avoid unnecessary serialization
  
  * Python: Fix Anthropic streaming response bugs (#3141)
  
  * test commit identity
  
  * fix(anthropic): fix raw_representation and finish_reason in streaming
  
  * lint fix
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.5 to 4.0.5.1 (#2994)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.5.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Bump Anthropic from 12.0.0 to 12.0.1 (#2993)
  
  ---
  updated-dependencies:
  - dependency-name: Anthropic
    dependency-version: 12.0.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * .NET: [Breaking] Prevent loss of input messages & streamed updates when resuming streaming (#2748)
  
  * save input messages and stream updates to the continuation token to be able to use them in the last successful stream resumption call.
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/tests/Microsoft.Agents.AI.UnitTests/ChatClient/ChatClientAgent_BackgroundResponsesTests.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * fix typo
  
  * init continuation token from chat response
  
  * remove unnecessary types for source generation
  
  * remove check for continuation token passed at initial run
  
  * remove check for continuation token pass at initial run
  
  * centralize continuation token parsing
  
  * update xml comments
  
  * use readonly collection instead of enumerable
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * .NET: fix: Expose WorkflowErrorEvent as ErrorContent (#2762)
  
  * fix: Expose WorkflowErrorEvent as ErrorContent
  
  When hosted using .AsAgent(), Workflows were not exposing inner errors coming as Exceptions (through the WorkflowErrorEvent)
  
  The fix is to convert their message to an ErrorContent on the way out, rather than rely on the default "empty update" to collect the raw event.
  
  * feat: Add a way to show/suppress exception information
  
  * Bump Microsoft.Agents.AI.Workflows from 1.0.0-preview.251125.1 to 1.0.0-preview.251219.1 (#2997)
  
  ---
  updated-dependencies:
  - dependency-name: Microsoft.Agents.AI.Workflows
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * .NET: Add Run overloads to expose ChatClientAgentRunOptions in IntelliSense (#3115)
  
  * Initial plan
  
  * Add ChatClientAgentExtensions for improved discoverability of ChatClientAgentRunOptions
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Address code review feedback - use collection expression syntax
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Apply suggestion from @westey-m
  
  * Fix issues with Copilot implementation
  
  * Add additional tests for structured output overloads.
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Python: Add tool call/result content types and update connectors and samples (#2971)
  
  * Add new AI content types and image tool support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Add Python content types for tool calls/results and image generation tool support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Address review feedback for tool content and samples
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Tighten image generation typing and sample tools list
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Align image generation output typing
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Handle MCP naming, image options mapping, and connector tool content
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Allow MCP call in function approval request
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Remove raw image_generation tool remapping
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Restore Anthropic tool_use to function calls unless code execution
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix lint issues for hosted file docstring and MCP parsing
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Import ChatResponse types in Anthropic client
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix Anthropics citation type imports and MCP typing for handoff/tools
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Skip lightning tests without agentlightning and fix function call import
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * fix lint on lab package
  
  * rebuilt anthropic parsing
  
  * redid anthropic parsing
  
  * typo
  
  * updated parsing and added missing docstrings
  
  * fix tests
  
  * mypy fixes
  
  * second mypy fix
  
  * add new class to other samples
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <github@vanvalkenburg.eu>
  
  * Bump Google.GenAI from 0.6.0 to 0.9.0 (#2995)
  
  ---
  updated-dependencies:
  - dependency-name: Google.GenAI
    dependency-version: 0.9.0
    dependency-type: direct:production
    update-type: version-update:semver-minor
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Bump js-yaml from 4.1.0 to 4.1.1 in /python/packages/devui/frontend (#3123)
  
  Bumps [js-yaml](https://github.com/nodeca/js-yaml) from 4.1.0 to 4.1.1.
  - [Changelog](https://github.com/nodeca/js-yaml/blob/master/CHANGELOG.md)
  - [Commits](https://github.com/nodeca/js-yaml/compare/4.1.0...4.1.1)
  
  ---
  updated-dependencies:
  - dependency-name: js-yaml
    dependency-version: 4.1.1
    dependency-type: indirect
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Updated package versions (#3144)
  
  * .NET: Bump Microsoft.Agents.AI.OpenAI and Microsoft.Extensions.AI.OpenAI (#2996)
  
  * Bump Microsoft.Agents.AI.OpenAI and Microsoft.Extensions.AI.OpenAI
  
  Bumps Microsoft.Agents.AI.OpenAI from 1.0.0-preview.251125.1 to 1.0.0-preview.251219.1
  Bumps Microsoft.Extensions.AI.OpenAI from 10.1.0-preview.1.25608.1 to 10.1.1-preview.1.25612.2
  
  ---
  updated-dependencies:
  - dependency-name: Microsoft.Agents.AI.OpenAI
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Extensions.AI.OpenAI
    dependency-version: 10.1.1-preview.1.25612.2
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Agents.AI.OpenAI
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Extensions.AI.OpenAI
    dependency-version: 10.1.1-preview.1.25612.2
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  
  * Fixed samples
  
  ---------
  
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  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
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  * Python: fix(ag-ui): Execute tools with approval_mode, fix shared state, code cleanup  (#3079)
  
  * fix(ag-ui): execute tools after approval in human-in-the-loop flow
  
  * Fix shared state bug
  
  * Bug fix finalized
  
  * Refactoring to clean up code
  
  * Code cleanup
  
  * More fixes
  
  * More code cleanup
  
  * Add version detection in __init__.py to ruff ignore list
  
  * Track agent name with updates for workflow agent (#3146)
  
  * Python: Fix AzureAIClient tool call bug for AG-UI use (#3148)
  
  * Fiz AzureAIClient tool call bug
  
  * Address copilot feedback
  
  * Revert to match main
  
  * revert file to main
  
  ---------
  
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  * Python: Add Durabletask samples and minor fixes (#3157)
  
  * Add samples and minor fixes
  
  * Add redis sample and wait-for-completion
  
  * Add wait-for-completion support
  
  * ADd missing docs
  
  * Python: Merge `main` into `feature-durabletask-python` branch  (#3261)
  
  * Python: Add factory pattern to concurrent orchestration builder (#2738)
  
  * Add factory pattern to concurrent orchestration builder
  
  * Update readme
  
  * Address AI comments
  
  * Fix unit tests
  
  * Fix import
  
  * Prevent multiple calls to set participants or factories
  
  * Add comments
  
  * Mitigate warnings
  
  * Fix mypy
  
  * Address comments
  
  * Address Copilot comments
  
  * Fix tests
  
  * Python: fix: GroupChat ManagerSelectionResponse JSON Schema for OpenAI Structured Outpu… (#2750)
  
  * fix: ManagerSelectionResponse JSON Schema for OpenAI Structured Output Strict Mode
  
  * refactor: install pre-commit then commit again
  
  * Capture file IDs from code interpreter in streaming responses (#2741)
  
  * .NET: [BREAKING] Prevent nulls in AIAgent property (#2719)
  
  * prevent nulls in AIAgent property
  
  * address feedback
  
  * code ql sm04598 (#2723)
  
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * .NET: Add Conversation State Sample (Step05) (#2697)
  
  * Initial plan
  
  * Add Agent_OpenAI_Step05_Conversation sample for conversation state management
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update Program.cs comment to accurately describe the sample
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update the code to use the ConversationClient more in line with the samples in OpenAI
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Changing sample to use ChatClientAgent and conversationId in GetNewThread
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.7 to 4.0.4.11 (#2777)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.4.11
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
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  * Bump Azure.Identity from 1.17.0 to 1.17.1 (#2780)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
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  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2778)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python: added more complete parsing for mcp tool arguments (#2756)
  
  * added more complete parsing for mcp tool arguments
  
  * fixed mypy
  
  * added nonlocal model counter, and some fixes
  
  * fixes in naming logic
  
  * extracted json parsing function, added parametrized test and checked coverage
  
  * Python: Updated package versions (#2784)
  
  * Updated package versions
  
  * Small fix
  
  * Bump actions/checkout from 5 to 6 (#2404)
  
  Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.
  - [Release notes](https://github.com/actions/checkout/releases)
  - [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
  - [Commits](https://github.com/actions/checkout/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/checkout
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * .NET: adds support for labels in edges,  fixes rendering of labels in dot a… (#1507)
  
  * adds support for labels in edges,  fixes rendering of labels in dot and mermaid, adds rendering of labels in edges
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Visualization/WorkflowVisualizer.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * escaping edge labels, adding tests for labels containing strange characters that would break the diagram and enabling the previous signature so the API has backwards compatibility.
  
  * Unify label in EdgeData
  
  * Edge API adjustments, removed useless "sanitizer"
  
  * fixed test
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Jacob Alber <jaalber@microsoft.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Added custom args and thread object to ai_function kwargs (#2769)
  
  * Added an example of using kwargs in ai_function
  
  * Added thread object to ai_function kwargs
  
  * Updated docs
  
  * Small fix
  
  * Added thread parameter filtering
  
  * Fix WorkflowAgent to include thread convo history. Enable checkpointing. (#2774)
  
  * Update OpenAIResponses.yaml to match AgentSchema (#2598)
  
  1. Update `connection` child types --  `kind: ApiKey` to `kind: key` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/apikeyconnection/
  
  2.  Update `outputSchema`'s `PropertySchema` to be `kind` instead of `type` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/propertyschema/
  
  * Python: Remove warnings from workflow builder on not using factories (#2808)
  
  * Revert concurrent
  
  * Fix comments
  
  * Python: Filter framework kwargs from MCP tool invocations (#2870)
  
  * Filter framework kwargs from MCP tool invocations
  
  * Fixes
  
  * Python: Fix WorkflowAgent to emit yield_output as agent response (#2866)
  
  * Fix WorkflowAgent to emit yield_output as agent response
  
  * use raw_representation
  
  * Raw representation handling
  
  * Python: Use agent description in HandoffBuilder auto-generated tools (#2713) (#2714)
  
  ## Summary
  Enhanced `HandoffBuilder._apply_auto_tools` to use the target agent's
  description when creating handoff tools, providing more informative tool
  descriptions for LLMs.
  
  ## Changes
  - Modified `_apply_auto_tools` to extract `description` from
    `AgentExecutor._agent` when available
  - Updated iteration to use `.items()` for more efficient dict traversal
  - Handoff tools now use agent descriptions instead of generic placeholders
  
  ## Example
  Before: "Handoff to the refund_agent agent."
  After: "You handle refund requests. Ask for order details and process refunds."
  
  ## Testing
  - All handoff tests pass (20/20)
  - No breaking changes to existing API
  
  Fixes #2713
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  
  * Python: [BREAKING] Observability updates (#2782)
  
  * fixes Python: Add env_file_path parameter to setup_observability() similar to AzureOpenAIChatClient
  Fixes #2186
  
  * WIP on updates using configure_azure_monitor
  
  * improved setup and clarity
  
  * fixed root .env.example
  
  * revert changes
  
  * updated files
  
  * updated sample
  
  * updated zero code
  
  * test fixes and fixed links
  
  * fix devui
  
  * removed planning docs
  
  * added enable method and updated readme and samples
  
  * clarified docstring
  
  * add return annotation
  
  * updated naming
  
  * update capatilized version
  
  * updated readme and some fixes
  
  * updated decorator name inline with the rest
  
  * feedback from comments addressed
  
  * Python: Fix middleware terminate flag to exit function calling loop immediately (#2868)
  
  * Fix middleware terminate flag to exit function calling loop immediately
  
  * Eliminating duck typing
  
  * Improve function exec result handling
  
  * Fix race condition
  
  * Fix mypy issues
  
  * Python: Fix context duplication in handoff workflows when restoring from checkpoint (#2867)
  
  * Fix context duplication in handoff workflows when restoring from checkpoint
  
  * Address Copilot PR review
  
  * .NET: Update to latest Azure.AI.*, OpenAI, and M.E.AI* (#2850)
  
  * Update to latest Azure.AI.*, OpenAI, and M.E.AI*
  
  Absorb breaking changes in Responses surface area
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/GettingStarted/AgentWithOpenAI/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Program.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Using patch to remove the model is necessary, updated the response client to actually use the the ForAgent
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Bump actions/download-artifact from 6 to 7 (#2862)
  
  Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 6 to 7.
  - [Release notes](https://github.com/actions/download-artifact/releases)
  - [Commits](https://github.com/actions/download-artifact/compare/v6...v7)
  
  ---
  updated-dependencies:
  - dependency-name: actions/download-artifact
    dependency-version: '7'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/cache from 4 to 5 (#2861)
  
  Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
  - [Release notes](https://github.com/actions/cache/releases)
  - [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
  - [Commits](https://github.com/actions/cache/compare/v4...v5)
  
  ---
  updated-dependencies:
  - dependency-name: actions/cache
    dependency-version: '5'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/upload-artifact from 5 to 6 (#2860)
  
  Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.
  - [Release notes](https://github.com/actions/upload-artifact/releases)
  - [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/upload-artifact
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python : Ollama Connector for Agent Framework (#1104)
  
  * Initial Commit for Olama Connector
  
  * Added Olama Sample
  
  * Add Sample & Fixed Open Telemetry
  
  * Fixed Spelling from Olama to Ollama
  
  * remove"opentelemetry-semantic-conventions-ai ~=0.4.13" since its handled in a different pr
  
  * Added Tool Calling
  
  * Finalizing test cases
  
  * Adjust samples to be more reliable
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/pyproject.toml
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/tests/test_ollama_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Improved Docstrings & Sample
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Integrate PR Feedback
  - Divided Streaming and Non-Streaming into independent Methods
  - Catch Ollama Validation Error
  - Add OTEL Provider Name
  - Checked Ollama Messages
  - Add Usage Statistics
  
  * Revert setting, so it can be none
  
  * Validate Message formatting between AF and Ollama
  
  * Catch Ollama Error and raise a ServiceResponse Error
  
  * Fix mypy error
  
  * remove .vscode comma
  
  * Add Reasoning support & adjust to new structure
  
  * Add Ollama Multimodality and Reasoning
  
  * Add test cases for reasoning
  
  * Add Tests for Error Handling in Ollama Client
  
  * Update python/samples/getting_started/multimodal_input/ollama_chat_multimodal.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Integrated Copilot Feedback
  
  * Implement first PR Feedback
  
  * Adjust Readme files for examples
  
  * Adjust argument passing via additional chat options
  
  * Implemented PR Feedback
  
  * Removing Ollama Package from Core and moving samples
  
  * Fix Link & Adding Samples to Main Sample Readme
  
  * Fixing Links in Readme
  
  * Moved Multimodal and Chat Example
  
  * Fixed Link in ChatClient to Ollama
  
  * Fix AgentFramework Links in Ollama Project
  
  * Fix observability breaking change
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Skip failing IT (#2904)
  
  * .NET: Cosmos DB UT Fast Skip (For Non-Configured Local envs) (#2906)
  
  * Cosmos DB UT Fast Skip (Non-Configured Local envs) + Long running UT skip in pipeline when no CosmosDB changes happened
  
  * Force a CosmosDB source code change to trigger the pipeline
  
  * Address possible string boolean mismatch
  
  * Add debug
  
  * Enabling emulator always when running IT
  
  * .NET: Add TTLs to durable agent sessions (#2679)
  
  * .NET: Add TTLs to durable agent sessions
  
  * Remove unnecessary async
  
  * PR feedback: clarify UTC
  
  * PR feedback: limit minimum signal delay to <= 5 minutes
  
  * PR feedback: Fix TTL disablement
  
  * Linter: use auto-property
  
  * Fix build break from OpenAI SDK change
  
  * Updated CHANGELOG.md
  
  * PR feedback
  
  * Reduce default TTL to 14 days to work around DTS bug
  
  * Python:  Update Mem0Provider to use v2 search API `filters` parameter (#2766)
  
  * short fix to move id parameters to filters object
  
  * added tests
  
  * small fix
  
  * mem0 dependency update
  
  * Updated package versions (#2913)
  
  * .NET: Switch to new "Run" method name. (#2843)
  
  * Switch to new "RunAgent" method name.
  
  * Try to disable false positive naming warning.
  
  * Add comment about disabled warnings.
  
  * Rename `RunAgent` to just `Run`.
  
  * Update CHANGELOG.
  
  * Python: Switch to new "run" method name. (#2890)
  
  * Switch to `run` method.
  
  * Add support for deprecated `run_agent`.
  
  * Fix entity method name.
  
  * Fix method name and improve tests.
  
  * Update comment.
  
  * Update Python CHANGELOG.
  
  * [BREAKING] Python: Add factory pattern to handoff orchestration builder (#2844)
  
  * WIP: Factory pattern to handoff
  
  * Add factory pattern to concurrent orchestration builder; Next: tests and sample verification
  
  * Add tests and improve comments
  
  * Fix mypy
  
  * Simplify handoff_simple.py
  
  * Simplify handoff_autonoumous.py and bug fix
  
  * Update readme
  
  * Address Copilot comments
  
  * Python: Flow custom kwargs to agents via Workflow SharedState (#2894)
  
  * Flow custom kwargs to agents via SharedState
  
  * Address Copilot feedback
  
  * Improve sample typing
  
  * Fix test
  
  * Fix Pydantic error when using Literal type for tool params (#2893)
  
  * Updated Ollama package version (#2920)
  
  * Python: Azure AI Agent with Bing Grounding Citations Sample (#2892)
  
  * bing grounding sample with citations
  
  * small fix
  
  * fix
  
  * .NET: Make DelegatingAIAgent abstract (#2797)
  
  * Initial plan
  
  * Make DelegatingAIAgent abstract
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Added additional arguments for Azure AI agent (#2922)
  
  * Python: Correction of MCP image type conversion in  _mcp.py (#2901)
  
  * Correction of MCP image type conversion in  _mcp.py
  
  * Added a new overload to the init function of the DataContent() type of the Agent Framework, edited the test case to correctly test the usage of the data and uri fields while using DataContent()
  
  * Fixed tests related to the changes of the DataContent type, added testing for both string and byte representations
  
  * Pass kwargs into subworkflows (#2923)
  
  * Python: Move ollama samples to samples getting started dir (#2921)
  
  * Move ollama samples to samples getting started dir
  
  * Address feedback
  
  * Python: fix: correct BadRequestError when using Pydantic model in response_fo… (#1843)
  
  * fix: correct BadRequestError when using Pydantic model in response_format
  
  * Fix lint
  
  ---------
  
  Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
  
  * .NET: [Breaking] Delete display name property (#2758)
  
  * delete the AIAgent.DisplayName property
  
  * use agent name as a first value for activity display name
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Specialized/HandoffAgentExecutor.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: cleanup and refactoring of chat clients (#2937)
  
  * refactoring and unifying naming schemes of internal methods of chat clients
  
  * set tool_choice to auto
  
  * fix for mypy
  
  * added note on naming and fix #2951
  
  * fix responses
  
  * fixes in azure ai agents client
  
  * Python: Workflow add option to visualize internal executors (#2917)
  
  * Workflow add option to visualize internal executors
  
  * Address Copilot comments
  
  * Python: Fixes Run ID and Thread ID casing to align with AG-UI Typescript SDK (#2948)
  
  * added camelCase input to run id and thread id aligning with @ag-ui/core
  
  * fixed per copilot suggestions
  
  * Python: Add workflow cancellation sample (#2732)
  
  * Add workflow cancellation sample
  
  Add sample demonstrating how to cancel a running workflow using asyncio
  tasks. Shows both cancellation mid-execution and normal completion paths.
  Useful for implementing timeouts, graceful shutdown, or A2A executors.
  
  * update docstring
  
  * .NET: Update Anthropic package to version 12.0.0 (#2914)
  
  * Initial plan
  
  * Update Anthropic package to version 12.0.0
  
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  * Python: Add Azure Managed Redis Support with Credential Provider (#2887)
  
  * azure redis support
  
  * small fixes
  
  * azure managed redis sample
  
  * fixes
  
  * Bump CommunityToolkit.Aspire.OllamaSharp from 13.0.0-beta.440 to 13.0.0 (#2856)
  
  ---
  updated-dependencies:
  - dependency-name: CommunityToolkit.Aspire.OllamaSharp
    dependency-version: 13.0.0
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.11 to 4.0.5 (#2853)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2854)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Fix WorkflowAgent event handling and kwargs forwarding (#2946)
  
  * Fix kwargs propagation through workflow.as_agent()
  
  * Fix WorkflowAgent to respect AgentExecutor output_response setting
  
  * .NET: Use GrpcEntityRunner instead of TaskEntityDispatcher (#2759)
  
  * Use GrpcEntityRunner instead of TaskEntityDispatcher
  
  * Pin to Durable worker 1.11.0
  
  * Set the invocation result
  
  * Update all Durable packages
  
  * Update changelog, rename dispatcher to encondedEntityRequest
  
  * Python: Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG (#2968)
  
  * Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG
  
  * update lock
  
  * Fix formatting
  
  * Fix ChatKit typing
  
  * Python: Introducing Foundry Local Chat Clients (#2915)
  
  * redo foundry local chat client
  
  * fix mypy and spelling
  
  * better docstring, updated sample
  
  * fixed tests and added tests
  
  * small sample update
  
  * Updated package versions (#2978)
  
  * Python: Added GitHub MCP sample with PAT (#2967)
  
  * added github mcp sample with PAT
  
  * addressed copilot fixes
  
  * env fix
  
  * Python: Preserve reasoning blocks with OpenRouter (#2950)
  
  * Preserve reasoning blocks with OpenRouter
  
  * Put encrypted reasoning in TextReasoningContent
  
  * Remove unneccessary change
  
  * Fix docs
  
  * Support streaming
  
  * Fix handling None in TextReasoningContent.text
  
  * Python: Added response.created and response.in_progress event process to OpenAIBaseResponseClient (#2975)
  
  * added response.created and response.in_progress to include response.id
  
  * better doc string
  
  * added tests for the new streaming event types
  
  * Python: Introducing support for Bedrock-hosted models (Anthropic, Cohere, etc.) (#2610)
  
  * Pushing the bedrock related changes to the new branch after addressing the review comments
  
  * 2524 Addressed the second round review comments
  
  * 2524 Addressed few more minor comments on the PR
  
  * resolving the merge conflict
  
  * 2524 resolved the uv.lock conflicts
  
  * 2524 addressed more comments
  
  * 2524 removed the print statement to fix the checks failure
  
  * 2524 resolved the CI failure issues
  
  * 2524 fixing the CI breaks
  
  * 2524 Addressed the review comment
  
  * 2524 resolved conflict
  
  ---------
  
  Co-authored-by: Sunil Dutta <sunil.dutta@penske.com>
  Co-authored-by: budgetboardingai <apurva.sharma31@gmail.com>
  
  * .NET: [Durable Agents] Reliable streaming sample (#2942)
  
  * .NET: [Durable Agents] Reliable streaming sample
  
  * Add automated validation for new sample
  
  * Address Copilot PR feedback
  
  * Fix typo in README.md about agent definitions (#2634)
  
  * Fix typo in README.md about agent definitions
  
  * Update agent-samples/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: latency improvements (#3014)
  
  * latency improvements
  
  * fixed mypy, added coding standards and instructions
  
  * slight logic improvement
  
  * Python: Updated package versions (#3024)
  
  * Updated package versions
  
  * Updated changelog
  
  * Python: add powerfx safe mode (#3028)
  
  * add powerfx safe mode
  
  * improved docstring and aligned env_file loading
  
  * ensured test uses reset
  
  * .NET: [Breaking] Introduce RunCoreAsync/RunCoreStreamingAsync delegation pattern in AIAgent (#2749)
  
  * Initial plan
  
  * Refactor AIAgent: Make RunAsync and RunStreamingAsync non-abstract, add RunCoreAsync and RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix infinite recursion in test implementations
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Make RunAsync and RunStreamingAsync non-virtual as requested
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix DelegatingAIAgent subclasses to use RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix XML documentation references in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Restore <see cref> tags with proper qualified signatures in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Rollback unnecessary XML documentation changes in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Remove pragma and update crefs to RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix EntityAgentWrapper to call base.RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * fix compilation issues
  
  * fix compilatio issue
  
  * fix tests
  
  * fix unit tests
  
  * fix unit test
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <sergemenshikh@gmail.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * add issue template and additional labeling (#3006)
  
  * fix and extra int test (#3037)
  
  * .NET: [BREAKING] Refactor ChatMessageStore methods to be similar to AIContextProvider and add filtering support (#2604)
  
  * Refactor ChatMessageStore methods to be similar to AIContextProvider
  
  * Fix file encoding
  
  * Ensure that AIContextProvider messages area also persisted.
  
  * Update formatting and seal context classes
  
  * Improve formatting
  
  * Remove optional messages from constructor and add unit test
  
  * Add ChatMessageStore filtering via a decorator
  
  * Update sample and cosmos message store to store AIContextProvider messages in right order. Fix unit tests.
  
  * Update Workflowmessage store to use aicontext provider messages.
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Improve xml docs messaging
  
  * Address code review comments.
  
  * Also notify message store on failure
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * [BREAKING] Remove unused AgentThreadMetadata (#3067)
  
  * Remove unused AgentThreadMetadata
  
  * Update DurableTask Changelog
  
  * Python: Fix AzureAIClient failure when conversation history contains assistant messages (#3076)
  
  * Fix AzureAIClient failure when conversation history contains assistant messages
  
  * Address PR review feedback: improve docstring and test assertions
  
  * Remove redundant cast
  
  * Fix: Update OTLP exporter protocol conditions (#3070)
  
  * Python: Fix ExecutorInvokedEvent and ExecutorCompletedEvent observability data (#3090)
  
  * Fix ExecutorInvokedEvent.data mutation bug
  
  * Fix bug related to not yielding output type
  
  * .NET: Seal ChatClientAgentThread (#2842)
  
  * Initial plan
  
  * Seal ChatClientAgentThread class
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix broken strands urls. (#3102)
  
  * Fix broken strands urls.
  
  * Fix typos
  
  * .NET: Fix message ordering inconsistency when using AIContextProvider (#2659)
  
  * Initial plan
  
  * Fix message ordering inconsistency when using AIContextProvider
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Revert to original message ordering: Input, AIContextProvider, Response
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Reorder messages to ChatClient to match MessageStore order: Existing, Input, AIContextProvider
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Remove redundant test methods as existing tests already verify the behavior
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * fix: tool_choice parameter not being honored when passed to agent.run() (#3095)
  
  * sharepoint sample fix (#3108)
  
  * Bump versions to 1.0.0b260106 for a release. Update CHANGELOG.md (#3109)
  
  * Bump Bedrock version to latest (#3110)
  
  * Python: Fix MCP tool result serialization for list[TextContent] (#2523)
  
  * Fix MCP tool result serialization for list[TextContent]
  
  When MCP tools return results containing list[TextContent], they were
  incorrectly serialized to object repr strings like:
  '[<agent_framework._types.TextContent object at 0x...>]'
  
  This fix properly extracts text content from list items by:
  1. Checking if items have a 'text' attribute (TextContent)
  2. Using model_dump() for items that support it
  3. Falling back to str() for other types
  4. Joining single items as plain text, multiple items as JSON array
  
  Fixes #2509
  
  * Address PR review feedback for MCP tool result serialization
  
  - Extract serialize_content_result() to shared _utils.py
  - Fix logic: use texts[0] instead of join for single item
  - Add type annotation: texts: list[str] = []
  - Return empty string for empty list instead of '[]'
  - Move import json to file top level
  - Add comprehensive unit tests for serialization
  
  * Address PR review feedback: fix type checking and double serialization
  
  - Add isinstance(item.text, str) check to ensure text attribute is a string
  - Fix double-serialization issue by keeping model_dump results as dicts
    until final json.dumps (removes escaped JSON strings in arrays)
  - Improve docstring with detailed return value documentation
  - Add test for non-string text attribute handling
  - Add tests for list type tool results in _events.py path
  
  * Simplify PR: minimal changes to fix MCP tool result serialization
  
  Addresses reviewer feedback about excessive refactoring:
  - Reset _events.py to original structure
  - Only add import and use serialize_content_result in one location
  - All review comments addressed in serialize_content_result():
    - Added isinstance(item.text, str) check
    - Use model_dump(mode="json") to avoid double-serialization
    - Improved docstring with explicit return value documentation
    - Empty list returns "" instead of "[]"
  
  * Refactor: Move MCP TextContent serialization to core prepare_function_call_results
  
  Per reviewer feedback, moved the TextContent serialization logic from
  ag-ui's serialize_content_result to the core package's
  prepare_function_call_results function.
  
  Changes:
  - Added handling for objects with 'text' attribute (like MCP TextContent)
    in _prepare_function_call_results_as_dumpable
  - Removed serialize_content_result from ag-ui/_utils.py
  - Updated _events.py and _message_adapters.py to use
    prepare_function_call_results from core package
  - Updated tests to match the core function's behavior
  
  * Fix failing tests for prepare_function_call_results behavior
  
  - test_tool_result_with_none: Update expected value to 'null' (JSON serialization of None)
  - test_tool_result_with_model_dump_objects: Use Pydantic BaseModel instead of plain class
  
  * Fix B903 linter error: Convert MockTextContent to dataclass
  
  The ruff linter was reporting B903 (class could be dataclass or namedtuple)
  for the MockTextContent test helper classes. This commit converts them to
  dataclasses to satisfy the linter check.
  
  * Python: Improve DevUI, add Context Inspector view as new tab under traces (#2742)
  
  * Improve DevUI, add Context Inspector view as new tab under traces
  
  * fix mypy errors
  
  * fix: Handle stale MCP connections in DevUI executor
  
  MCP tools can become stale when HTTP streaming responses end - the underlying
  stdio streams close but `is_connected` remains True. This causes subsequent
  requests to fail with `ClosedResourceError`.
  
  Add `_ensure_mcp_connections()` to detect and reconnect stale MCP tools before
  agent execution. This is a workaround for an upstream Agent Framework issue
  where connection state isn't properly tracked.
  
  Fixes MCP tools failing on second HTTP request in DevUI.
  
  fixes  #1476 #1515 #2865
  
  * fix #1572 report import dependency errors more clearly
  
  * Ensure there is streaming toggle where users can select streaming vs non streaming mode in devui . Fixes .NET: [Python] DevUI tool call rendering in non-streaming mode?
  
  * remove unused dead code
  
  * improve ux - workflows with agents show a chat component in execution timelien, also ensure magentic final output shows correctly
  
  * update ui build
  
  * update devui to use instrumentation instead of tracing, other instrumentation and type/instance check fixes
  
  * .NET: Seal factory contexts and add non JSO deserialize overloads (#3066)
  
  * Seal factory contexts and add non JSO deserialize overloads
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Enable blank issues in issue template configuration
  
  Need to re-enable creating blank issues
  
  * updated templates (#3106)
  
  * updated templates
  
  * enabled blank and fixed triage
  
  * made language optional and moved to the bottom for features
  
  * Python: Streaming sample for azurefunctions (#3057)
  
  * Streaming sample for azurefunctions
  
  * Fixed links and sample name
  
  * Addressed feedback
  
  * Addressed feedback
  
  * Fixed integration tests
  
  * Updated test
  
  * Python: fix(azure-ai): Fix response_format handling for structured outputs (#3114)
  
  * fix(azure-ai): read response_format from chat_options instead of run_options
  
  * refactor: use explicit None checks for response_format
  
  * Fix mypy error
  
  * Mypy fix
  
  * Python: Bump python version to 1.0.0b260107 for a release (#3128)
  
  * Bump python version to 1.0.0b260107 for a release
  
  * Update changelog
  
  * Make A2AAgent public, so that it's concrete implementation methods can be used. (#3119)
  
  * .NET: Map additional props <-> A2A metadata (#3137)
  
  * map additional props from agent run options to a2a request metadata
  
  * small touches
  
  * add unit tests for new extension methods
  
  * Sort using
  
  * add unit test
  
  * add additiona unit tests
  
  * special case json element to avoid unnecessary serialization
  
  * Python: Fix Anthropic streaming response bugs (#3141)
  
  * test commit identity
  
  * fix(anthropic): fix raw_representation and finish_reason in streaming
  
  * lint fix
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.5 to 4.0.5.1 (#2994)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.5.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Bump Anthropic from 12.0.0 to 12.0.1 (#2993)
  
  ---
  updated-dependencies:
  - dependency-name: Anthropic
    dependency-version: 12.0.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * .NET: [Breaking] Prevent loss of input messages & streamed updates when resuming streaming (#2748)
  
  * save input messages and stream updates to the continuation token to be able to use them in the last successful stream resumption call.
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/tests/Microsoft.Agents.AI.UnitTests/ChatClient/ChatClientAgent_BackgroundResponsesTests.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * fix typo
  
  * init continuation token from chat response
  
  * remove unnecessary types for source generation
  
  * remove check for continuation token passed at initial run
  
  * remove check for continuation token pass at initial run
  
  * centralize continuation token parsing
  
  * update xml comments
  
  * use readonly collection instead of enumerable
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * .NET: fix: Expose WorkflowErrorEvent as ErrorContent (#2762)
  
  * fix: Expose WorkflowErrorEvent as ErrorContent
  
  When hosted using .AsAgent(), Workflows were not exposing inner errors coming as Exceptions (through the WorkflowErrorEvent)
  
  The fix is to convert their message to an ErrorContent on the way out, rather than rely on the default "empty update" to collect the raw event.
  
  * feat: Add a way to show/suppress exception information
  
  * Bump Microsoft.Agents.AI.Workflows from 1.0.0-preview.251125.1 to 1.0.0-preview.251219.1 (#2997)
  
  ---
  updated-dependencies:
  - dependency-name: Microsoft.Agents.AI.Workflows
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * .NET: Add Run overloads to expose ChatClientAgentRunOptions in IntelliSense (#3115)
  
  * Initial plan
  
  * Add ChatClientAgentExtensions for improved discoverability of ChatClientAgentRunOptions
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Address code review feedback - use collection expression syntax
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Apply suggestion from @westey-m
  
  * Fix issues with Copilot implementation
  
  * Add additional tests for structured output overloads.
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Python: Add tool call/result content types and update connectors and samples (#2971)
  
  * Add new AI content types and image tool support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Add Python content types for tool calls/results and image generation tool support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Address review feedback for tool content and samples
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Tighten image generation typing and sample tools list
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Align image generation output typing
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Handle MCP naming, image options mapping, and connector tool content
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Allow MCP call in function approval request
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Remove raw image_generation tool remapping
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Restore Anthropic tool_use to function calls unless code execution
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix lint issues for hosted file docstring and MCP parsing
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Import ChatResponse types in Anthropic client
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix Anthropics citation type imports and MCP typing for handoff/tools
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Skip lightning tests without agentlightning and fix function call import
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * fix lint on lab package
  
  * rebuilt anthropic parsing
  
  * redid anthropic parsing
  
  * typo
  
  * updated parsing and added missing docstrings
  
  * fix tests
  
  * mypy fixes
  
  * second mypy fix
  
  * add new class to other samples
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <github@vanvalkenburg.eu>
  
  * Bump Google.GenAI from 0.6.0 to 0.9.0 (#2995)
  
  ---
  updated-dependencies:
  - dependency-name: Google.GenAI
    dependency-version: 0.9.0
    dependency-type: direct:production
    update-type: version-update:semver-minor
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Bump js-yaml from 4.1.0 to 4.1.1 in /python/packages/devui/frontend (#3123)
  
  Bumps [js-yaml](https://github.com/nodeca/js-yaml) from 4.1.0 to 4.1.1.
  - [Changelog](https://github.com/nodeca/js-yaml/blob/master/CHANGELOG.md)
  - [Commits](https://github.com/nodeca/js-yaml/compare/4.1.0...4.1.1)
  
  ---
  updated-dependencies:
  - dependency-name: js-yaml
    dependency-version: 4.1.1
    dependency-type: indirect
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Updated package versions (#3144)
  
  * .NET: Bump Microsoft.Agents.AI.OpenAI and Microsoft.Extensions.AI.OpenAI (#2996)
  
  * Bump Microsoft.Agents.AI.OpenAI and Microsoft.Extensions.AI.OpenAI
  
  Bumps Microsoft.Agents.AI.OpenAI from 1.0.0-preview.251125.1 to 1.0.0-preview.251219.1
  Bumps Microsoft.Extensions.AI.OpenAI from 10.1.0-preview.1.25608.1 to 10.1.1-preview.1.25612.2
  
  ---
  updated-dependencies:
  - dependency-name: Microsoft.Agents.AI.OpenAI
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Extensions.AI.OpenAI
    dependency-version: 10.1.1-preview.1.25612.2
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Agents.AI.OpenAI
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Extensions.AI.OpenAI
    dependency-version: 10.1.1-preview.1.25612.2
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  
  * Fixed samples
  
  ---------
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  
  * Python: fix(ag-ui): Execute tools with approval_mode, fix shared state, code cleanup  (#3079)
  
  * fix(ag-ui): execute tools after approval in human-in-the-loop flow
  
  * Fix shared state bug
  
  * Bug fix finalized
  
  * Refactoring to clean up code
  
  * Code cleanup
  
  * More fixes
  
  * More code cleanup
  
  * Add version detection in __init__.py to ruff ignore list
  
  * Track agent name with updates for workflow agent (#3146)
  
  * Python: Fix AzureAIClient tool call bug for AG-UI use (#3148)
  
  * Fiz AzureAIClient tool call bug
  
  * Address copilot feedback
  
  * Python: multiple bug fixes (#3150)
  
  * fix Python: kwargs are not passed to _prepare_thread_and_messages in ChatAgent.run
  Fixes #3118
  
  * fix Python: [Bug]: model_id versus model_deployment_name is confusing in Azure AI Agents
  Fixes #3147
  
  * add types
  
  * fixed type and docstring
  
  * fix(anthropic): fix duplicate ToolCallStartEvent in streaming tool calls (#3051)
  
  When processing `input_json_delta` events, the Anthropic client was
  passing the tool name from the previous `tool_use` event. This caused
  ag-ui's `_handle_function_call_content` to emit a `ToolCallStartEvent`
  for every streaming chunk (since it triggers on `if content.name:`).
  
  This fix changes the behavior to pass an empty string for `name` in
  `input_json_delta` events, matching OpenAI's behavior where streaming
  argument chunks have `name=""`. The initial `tool_use` event still
  provides the tool name, so only one `ToolCallStartEvent` is emitted.
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  
  * .NET: [BREAKING] Change GetNewThread and DeserializeThread to async (#3152)
  
  * Change GetNewThread and DeserializeThread plus ChatMessageStore and AIContextProvider Factories to async
  
  * Merge fixes
  
  * Fix Ollama model env var in documentation (#3156)
  
  Signed-off-by: Dina Suehiro Jones <dina.s.jones@intel.com>
  
  * Python: Add Pydantic request model and OpenAPI tags support to AG-UI FastAPI endpoint (#2522)
  
  * feat(ag-ui): Add Pydantic request model and OpenAPI tags support
  
  - Add AGUIRequest Pydantic model in _types.py with field descriptions
  - Update add_agent_framework_fastapi_endpoint() to accept tags parameter
  - Use AGUIRequest model for automatic validation and OpenAPI schema generation
  - Export AGUIRequest and DEFAULT_TAGS in __init__.py
  - Update test_endpoint.py to expect 422 for invalid requests
  - Add tests for OpenAPI schema, default tags, custom tags, and validation
  
  Benefits:
  - Better API documentation with complete request schema in Swagger UI
  - Automatic request validation with Pydantic
  - Organized endpoints under 'AG-UI' tag instead of 'default'
  - Improved developer experience and type safety
  
  Fixes #<issue-number>
  
  * test(ag-ui): Add test for internal error handling to achieve 100% coverage
  
  - Add test_endpoint_internal_error_handling() to cover exception handling code
  - Mock copy.deepcopy to simulate internal error during default_state processing
  - Add type: ignore for FastAPI tags parameter (known pyright compatibility issue)
  - Achieves 100% test coverage for _endpoint.py (previously missing lines 103-105)
  
  * .NET: Improve resolving `AITool` from DI (#3175)
  
  * remove localagenttoolregistry
  
  * also give the factory method API
  
  * Python: Fix MCPStreamableHTTPTool to use new streamable_http_client API (#3088)
  
  * Fix MCPStreamableHTTPTool to use new streamable_http_client API with proper httpx client cleanup
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Update docstring to reflect new streamable_http_client API usage
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Refactor MCPStreamableHTTPTool to accept optional http_client parameter and delegate client creation to streamable_http_client
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Update mcp package minimum version to 1.24.0 for streamable_http_client API support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix critical bugs: apply headers/timeout/sse_read_timeout when creating httpx client, add version constraint <2, and properly manage client lifecycle
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Simplify implementation: remove headers/timeout/sse_read_timeout params, remove kwargs, remove close() override per feedback
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Add back **kwargs parameter for backward compatibility (accepted but not used)
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Remove unused httpx import from test file
  
  Note: The uv.lock file needs to be updated with 'uv sync' to reflect the mcp version constraint change (>=1.24.0,<2)
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * cicd fixes
  
  * udpated samples with headers examples
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <github@vanvalkenburg.eu>
  
  * azureai direct a2a endpoint support (#3127)
  
  * Python: [BREAKING]: removed display_name, renamed context_providers, middleware and AggregateContextProvider (#3139)
  
  * removed display_name, renamed context_providers, middleware and AggregateContextProvider
  
  * fixes
  
  * fixed test
  
  * testfix
  
  * removed mistakenly put back test
  
  * updated new test
  
  * rename middlewares to middleware
  
  * middleware fixes
  
  * Python: MCP Improvements: improved connection loss behavior, pagination for loading and a param to control representation (#3154)
  
  * pagination support (#2848) added a parse_tool_result param and connection loss (#2884)
  
  * fix #3153
  
  * improved connection handling
  
  * improved logic
  
  * Python: Add declarative workflow runtime (#2815)
  
  * Further support for declarative python workflows
  
  * Add tests. Clean up for typing and formatting
  
  * Improvements and cleanup
  
  * Typing cleanup. Improve docstrings
  
  * Proper code in docstrings
  
  * Fix malformed code-block directive in docstring
  
  * Remove dead links
  
  * PR feedback
  
  * Address PR feedback
  
  * Address PR feedback
  
  * Remove sl
  
  * Update devui frontend
  
  * More cleanup
  
  * Fix uv lock
  
  * Skip Py 3.14 tests as powerfx doesn't support it
  
  * Fix mypy error
  
  * Fix for tool calls
  
  * Removed stale docstring
  
  * Fix lint
  
  * Standardize on .NET namespaces. Revert DevUI changes (bring in later)
  
  * Implement remaining items for Python declarative support to match dotnet
  
  * point URL to agent, not to agentcard (#3176)
  
  * Python: [BREAKING]: Introducing Options as TypedDict and Generic (#3140)
  
  * WIP typeddict for options
  
  * updated all clients and ChatAgents
  
  * updated everything
  
  * added ADR
  
  * fix mypy
  
  * proper typevar imports
  
  * fixed import
  
  * fixed other imports
  
  * slight update in the sample
  
  * updated from feedback
  
  * fixes
  
  * fixed missing covariants and test fixes
  
  * fixed typing
  
  * updated anthropic thinking config
  
  * ruff fixes
  
  * fixed int tests
  
  * fix tests and mypy
  
  * updated integration tests
  
  * updated docstring and test fix
  
  * improved options handling in obser
  
  * mypy fix
  
  * updated a host of integration tests
  
  * fix tests
  
  * bedrock fix
  
  * [BREAKING] Python: Refactor orchestrations (#3023)
  
  * Group chat refactoring Part 1; Next: HIL and handoff
  
  * Add agent approval flow; next samples
  
  * WIP: samples
  
  * WIP: HIL samples
  
  * Group chat HIL working; next: handoff
  
  * Fix group chat tool approval sample
  
  * WIP: refactor handoff; next handoff handling
  
  * Handoff done; next handoff samples and concurrent and sequential
  
  * Handoff samples, concurrent, and sequential done; next Magentic
  
  * WIP: magentic; next test with samples + HIL
  
  * Magentic Working; next fix all samples and tests
  
  * Fix handoff samples; next tests
  
  * WIP: fixing tests; some orchestration as agent samples are failing
  
  * Group chat unit tests done
  
  * Handoff  unit tests done
  
  * Remove old orchestration_request_info and fix related tests
  
  * Magentic unit tests done
  
  * Fix samples
  
  * Fix test
  
  * Fix test 2
  
  * mypy
  
  * Address comments
  
  * Update readme
  
  * Address comments
  
  * Address comments 2
  
  * Replace display name
  
  * Python: ADR for create/get agent API (#2618)
  
  * ADR for create/get agent API
  
  * Updated ADR with implementation options
  
  * Small updates
  
  * Updated decision outcome section
  
  * Updated broken links
  
  * Small updates
  
  * Fixed merge conflicts
  
  * Small fix
  
  * Updated decision outcome section
  
  * Small fixes
  
  * Updated provider naming based on client SDK
  
  * Add ignored parameter for CodeQL in workflow (#3204)
  
  * Implement IReadOnlyList on InMemoryChatMessageStore (#3205)
  
  * .NET: Make ChatMessageStore and AIContextProvider context props settable (#3196)
  
  * Make ChatMessageStore and AIContextProvider context props setable
  
  * Add validation to preserve non-null requirement of certain properties.
  
  * Fix broken tests.
  
  * Python: Add dependencies param to ag-ui FastAPI endpoint (#3191)
  
  * Add dependencies param to ag-ui FastAPI endpoint
  
  * Address Copilot feedback
  
  * renamed all (#3207)
  
  * Python: ADR for simplified get response (#3098)
  
  * ADR for simplified get response
  
  * updated some language, added agent option and code comparison
  
  * small update in sample
  
  * added workflows and expanded some points
  
  * changed decision and number
  
  * updated with stream=False default
  
  * .NET: [Breaking] Rename`AgentRunResponse` and `AgentRunResponseUpdate` classes (#3197)
  
  * rename AgentRunResponse and AgentRunResponseUpdate classes - part1
  
  * rename varialbles, parameters, methods and tests
  
  * rollback unnecessary changes
  
  * .NET: [Breaking] Rename AgentRunResponseEvent and AgentRunUpdateEvent classes (#3214)
  
  * rename AgentRunResponseEvent and AgentRunUpdateEvent classes
  
  * rollback unnecessary changes
  
  * Python: Create/Get Agent API for Azure V2 (#3059)
  
  * Added get_agent method to Azure AI V2
  
  * Small fixes
  
  * Small fix
  
  * Removed AzureAIAgentProvider
  
  * Added create_agent method
  
  * Small fixes
  
  * Fixed code interpreter tool mapping
  
  * Added agent provider for V2 client
  
  * Updated response format handling
  
  * Added provider example
  
  * Fixed errors
  
  * Update python/samples/getting_started/agents/azure_ai/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Small fix
  
  * Updates from merge
  
  * Resolved comments
  
  * Resolved comments
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: Add more specific exceptions to Workflow (#3188)
  
  * Add more specifc workflow exceptions
  
  * Fix tests
  
  * AI comments
  
  * Misc
  
  * Python: Added AzureAI sample for downloading code interpreter generated files (#3189)
  
  * added azure ai code interpreter file download sample
  
  * copilot fix suggestions
  
  * function name fixes + readme update
  
  * small fix
  
  * update package versions (#3223)
  
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  
  * Python: fix(core): correct FunctionResultContent ordering in WorkflowAgent.merge_updates (#3168)
  
  * fix(core): simplify FunctionResultContent ordering in WorkflowAgent.merge_updates
  
  * improve comment
  
  * Fix name
  
  * fix(workflows): rename WorkflowOutputEvent.source_executor_id to executor_id for API consistency (#3166)
  
  * Python: fix(ag-ui): add MCP tool support for AG-UI approval flows (#3212)
  
  * add MCP tool support for AG-UI approval flows
  
  * use attribute in place of property
  
  * Python: Properly configure structured outputs based on new options dict (#3213)
  
  * Properly configure structured outputs based on new options dict
  
  * Fix mypy
  
  * .NET: Merge AgentRunOptions.AdditionalProperties into ChatOptions.AdditionalProperties (#3184)
  
  * Merge AgentRunOptions.AdditionalProperties into ChatOptions.AdditionalProperties
  
  * Fix namespace and typo.
  
  * .NET: Update Google.GenAI to 0.11.0 and remove polyfill implementations (#3232)
  
  * Initial plan
  
  * Update Google.GenAI to 0.11.0 and remove polyfill files
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * .NET: [BREAKING] Renamed CreateAIAgent/GetAIAgent to AsAIAgent (#3222)
  
  * Renamed chat client extension method
  
  * Additional renaming
  
  * Updated documentation
  
  * Fixed tests
  
  * Small fix
  
  * Small fix
  
  * Updated DurableAIAgent and fixed integration tests (#3241)
  
  * Python: Create/Get Agent API for Azure V1 (#3192)
  
  * Added provider implementation for Azure AI V1
  
  * Small fixes
  
  * Fixed OpenAPI example
  
  * Fixed local MCP example
  
  * Fixed hosted MCP example
  
  * Fixed file search sample
  
  * Small fixes
  
  * Resolved comments
  
  * Doc updates
  
  * Bump azure-core from 1.37.0 to 1.38.0 in /python (#3209)
  
  Bumps [azure-core](https://github.com/Azure/azure-sdk-for-python) from 1.37.0 to 1.38.0.
  - [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
  - [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-core_1.37.0...azure-core_1.38.0)
  
  ---
  updated-dependencies:
  - dependency-name: azure-core
    dependency-version: 1.38.0
    dependency-type: indirect
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python: Create/Get Agent API for OpenAI Assistants (#3208)
  
  * Added provider implementation
  
  * Added example with response format
  
  * Small improvements
  
  * Python: (AG-UI) Support service-managed thread on AG-UI  (#3136)
  
  * added service thread support
  
  * set service_thread_id to only supplied_thread_id
  
  * uses raw_representation to extract the conversation_id
  
  * removed accidental edit
  
  * updated test to use raw_representation
  
  * resolves copilot review feedback
  
  * revert back StubAgent, since not used
  
  * removed relative module import
  
  * removed hasattr check per PR feedback
  
  * Create/Get Agent API - fixes and example improvements (#3246)
  
  * Fix merge conflicts
  
  ---------
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Signed-off-by: Dina Suehiro Jones <dina.s.jones@intel.com>
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  Co-authored-by: Sunil Dutta <dutta.2003@gmail.com>
  Co-authored-by: Sunil Dutta <sunil.dutta@penske.com>
  Co-authored-by: budgetboardingai <apurva.sharma31@gmail.com>
  Co-authored-by: Syrine Chelly <62653967+SyChell@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <sergemenshikh@gmail.com>
  Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>
  Co-authored-by: takanori-terai <123897708+takanori-terai@users.noreply.github.com>
  Co-authored-by: claude89757 <138977524+claude89757@users.noreply.github.com>
  Co-authored-by: Gavin Aguiar <80794152+gavin-aguiar@users.noreply.github.com>
  Co-authored-by: Sukeesh <vsukeeshbabu@gmail.com>
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <github@vanvalkenburg.eu>
  Co-authored-by: Ao Chen <chenao3220@gmail.com>
  Co-authored-by: Dina Suehiro Jones <dina.s.jones@intel.com>
  
  * Python: Add integration tests for durabletask package (#3317)
  
  * Add integration tests
  
  * Fix flaky test
  
  * Fix env viz
  
  * Fix tests and address feedback
  
  * Fix imports for durabletask (#3345)
  
  * .NET: Python: Merge `main` into `feature-durabletask` branch (#3385)
  
  * Python: Add factory pattern to concurrent orchestration builder (#2738)
  
  * Add factory pattern to concurrent orchestration builder
  
  * Update readme
  
  * Address AI comments
  
  * Fix unit tests
  
  * Fix import
  
  * Prevent multiple calls to set participants or factories
  
  * Add comments
  
  * Mitigate warnings
  
  * Fix mypy
  
  * Address comments
  
  * Address Copilot comments
  
  * Fix tests
  
  * Python: fix: GroupChat ManagerSelectionResponse JSON Schema for OpenAI Structured Outpu… (#2750)
  
  * fix: ManagerSelectionResponse JSON Schema for OpenAI Structured Output Strict Mode
  
  * refactor: install pre-commit then commit again
  
  * Capture file IDs from code interpreter in streaming responses (#2741)
  
  * .NET: [BREAKING] Prevent nulls in AIAgent property (#2719)
  
  * prevent nulls in AIAgent property
  
  * address feedback
  
  * code ql sm04598 (#2723)
  
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * .NET: Add Conversation State Sample (Step05) (#2697)
  
  * Initial plan
  
  * Add Agent_OpenAI_Step05_Conversation sample for conversation state management
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update Program.cs comment to accurately describe the sample
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Update the code to use the ConversationClient more in line with the samples in OpenAI
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Changing sample to use ChatClientAgent and conversationId in GetNewThread
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.7 to 4.0.4.11 (#2777)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.4.11
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump Azure.Identity from 1.17.0 to 1.17.1 (#2780)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.Identity
    dependency-version: 1.17.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2778)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python: added more complete parsing for mcp tool arguments (#2756)
  
  * added more complete parsing for mcp tool arguments
  
  * fixed mypy
  
  * added nonlocal model counter, and some fixes
  
  * fixes in naming logic
  
  * extracted json parsing function, added parametrized test and checked coverage
  
  * Python: Updated package versions (#2784)
  
  * Updated package versions
  
  * Small fix
  
  * Bump actions/checkout from 5 to 6 (#2404)
  
  Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.
  - [Release notes](https://github.com/actions/checkout/releases)
  - [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
  - [Commits](https://github.com/actions/checkout/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/checkout
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * .NET: adds support for labels in edges,  fixes rendering of labels in dot a… (#1507)
  
  * adds support for labels in edges,  fixes rendering of labels in dot and mermaid, adds rendering of labels in edges
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Visualization/WorkflowVisualizer.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * escaping edge labels, adding tests for labels containing strange characters that would break the diagram and enabling the previous signature so the API has backwards compatibility.
  
  * Unify label in EdgeData
  
  * Edge API adjustments, removed useless "sanitizer"
  
  * fixed test
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Jacob Alber <jaalber@microsoft.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Added custom args and thread object to ai_function kwargs (#2769)
  
  * Added an example of using kwargs in ai_function
  
  * Added thread object to ai_function kwargs
  
  * Updated docs
  
  * Small fix
  
  * Added thread parameter filtering
  
  * Fix WorkflowAgent to include thread convo history. Enable checkpointing. (#2774)
  
  * Update OpenAIResponses.yaml to match AgentSchema (#2598)
  
  1. Update `connection` child types --  `kind: ApiKey` to `kind: key` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/apikeyconnection/
  
  2.  Update `outputSchema`'s `PropertySchema` to be `kind` instead of `type` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/propertyschema/
  
  * Python: Remove warnings from workflow builder on not using factories (#2808)
  
  * Revert concurrent
  
  * Fix comments
  
  * Python: Filter framework kwargs from MCP tool invocations (#2870)
  
  * Filter framework kwargs from MCP tool invocations
  
  * Fixes
  
  * Python: Fix WorkflowAgent to emit yield_output as agent response (#2866)
  
  * Fix WorkflowAgent to emit yield_output as agent response
  
  * use raw_representation
  
  * Raw representation handling
  
  * Python: Use agent description in HandoffBuilder auto-generated tools (#2713) (#2714)
  
  ## Summary
  Enhanced `HandoffBuilder._apply_auto_tools` to use the target agent's
  description when creating handoff tools, providing more informative tool
  descriptions for LLMs.
  
  ## Changes
  - Modified `_apply_auto_tools` to extract `description` from
    `AgentExecutor._agent` when available
  - Updated iteration to use `.items()` for more efficient dict traversal
  - Handoff tools now use agent descriptions instead of generic placeholders
  
  ## Example
  Before: "Handoff to the refund_agent agent."
  After: "You handle refund requests. Ask for order details and process refunds."
  
  ## Testing
  - All handoff tests pass (20/20)
  - No breaking changes to existing API
  
  Fixes #2713
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  
  * Python: [BREAKING] Observability updates (#2782)
  
  * fixes Python: Add env_file_path parameter to setup_observability() similar to AzureOpenAIChatClient
  Fixes #2186
  
  * WIP on updates using configure_azure_monitor
  
  * improved setup and clarity
  
  * fixed root .env.example
  
  * revert changes
  
  * updated files
  
  * updated sample
  
  * updated zero code
  
  * test fixes and fixed links
  
  * fix devui
  
  * removed planning docs
  
  * added enable method and updated readme and samples
  
  * clarified docstring
  
  * add return annotation
  
  * updated naming
  
  * update capatilized version
  
  * updated readme and some fixes
  
  * updated decorator name inline with the rest
  
  * feedback from comments addressed
  
  * Python: Fix middleware terminate flag to exit function calling loop immediately (#2868)
  
  * Fix middleware terminate flag to exit function calling loop immediately
  
  * Eliminating duck typing
  
  * Improve function exec result handling
  
  * Fix race condition
  
  * Fix mypy issues
  
  * Python: Fix context duplication in handoff workflows when restoring from checkpoint (#2867)
  
  * Fix context duplication in handoff workflows when restoring from checkpoint
  
  * Address Copilot PR review
  
  * .NET: Update to latest Azure.AI.*, OpenAI, and M.E.AI* (#2850)
  
  * Update to latest Azure.AI.*, OpenAI, and M.E.AI*
  
  Absorb breaking changes in Responses surface area
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs
  
  * Update dotnet/samples/GettingStarted/AgentWithOpenAI/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Program.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Using patch to remove the model is necessary, updated the response client to actually use the the ForAgent
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * Bump actions/download-artifact from 6 to 7 (#2862)
  
  Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 6 to 7.
  - [Release notes](https://github.com/actions/download-artifact/releases)
  - [Commits](https://github.com/actions/download-artifact/compare/v6...v7)
  
  ---
  updated-dependencies:
  - dependency-name: actions/download-artifact
    dependency-version: '7'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/cache from 4 to 5 (#2861)
  
  Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
  - [Release notes](https://github.com/actions/cache/releases)
  - [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
  - [Commits](https://github.com/actions/cache/compare/v4...v5)
  
  ---
  updated-dependencies:
  - dependency-name: actions/cache
    dependency-version: '5'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump actions/upload-artifact from 5 to 6 (#2860)
  
  Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.
  - [Release notes](https://github.com/actions/upload-artifact/releases)
  - [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)
  
  ---
  updated-dependencies:
  - dependency-name: actions/upload-artifact
    dependency-version: '6'
    dependency-type: direct:production
    update-type: version-update:semver-major
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python : Ollama Connector for Agent Framework (#1104)
  
  * Initial Commit for Olama Connector
  
  * Added Olama Sample
  
  * Add Sample & Fixed Open Telemetry
  
  * Fixed Spelling from Olama to Ollama
  
  * remove"opentelemetry-semantic-conventions-ai ~=0.4.13" since its handled in a different pr
  
  * Added Tool Calling
  
  * Finalizing test cases
  
  * Adjust samples to be more reliable
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/pyproject.toml
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/tests/test_ollama_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Improved Docstrings & Sample
  
  * Update python/packages/ollama/agent_framework_ollama/_chat_client.py
  
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Integrate PR Feedback
  - Divided Streaming and Non-Streaming into independent Methods
  - Catch Ollama Validation Error
  - Add OTEL Provider Name
  - Checked Ollama Messages
  - Add Usage Statistics
  
  * Revert setting, so it can be none
  
  * Validate Message formatting between AF and Ollama
  
  * Catch Ollama Error and raise a ServiceResponse Error
  
  * Fix mypy error
  
  * remove .vscode comma
  
  * Add Reasoning support & adjust to new structure
  
  * Add Ollama Multimodality and Reasoning
  
  * Add test cases for reasoning
  
  * Add Tests for Error Handling in Ollama Client
  
  * Update python/samples/getting_started/multimodal_input/ollama_chat_multimodal.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Integrated Copilot Feedback
  
  * Implement first PR Feedback
  
  * Adjust Readme files for examples
  
  * Adjust argument passing via additional chat options
  
  * Implemented PR Feedback
  
  * Removing Ollama Package from Core and moving samples
  
  * Fix Link & Adding Samples to Main Sample Readme
  
  * Fixing Links in Readme
  
  * Moved Multimodal and Chat Example
  
  * Fixed Link in ChatClient to Ollama
  
  * Fix AgentFramework Links in Ollama Project
  
  * Fix observability breaking change
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
  
  * Skip failing IT (#2904)
  
  * .NET: Cosmos DB UT Fast Skip (For Non-Configured Local envs) (#2906)
  
  * Cosmos DB UT Fast Skip (Non-Configured Local envs) + Long running UT skip in pipeline when no CosmosDB changes happened
  
  * Force a CosmosDB source code change to trigger the pipeline
  
  * Address possible string boolean mismatch
  
  * Add debug
  
  * Enabling emulator always when running IT
  
  * .NET: Add TTLs to durable agent sessions (#2679)
  
  * .NET: Add TTLs to durable agent sessions
  
  * Remove unnecessary async
  
  * PR feedback: clarify UTC
  
  * PR feedback: limit minimum signal delay to <= 5 minutes
  
  * PR feedback: Fix TTL disablement
  
  * Linter: use auto-property
  
  * Fix build break from OpenAI SDK change
  
  * Updated CHANGELOG.md
  
  * PR feedback
  
  * Reduce default TTL to 14 days to work around DTS bug
  
  * Python:  Update Mem0Provider to use v2 search API `filters` parameter (#2766)
  
  * short fix to move id parameters to filters object
  
  * added tests
  
  * small fix
  
  * mem0 dependency update
  
  * Updated package versions (#2913)
  
  * .NET: Switch to new "Run" method name. (#2843)
  
  * Switch to new "RunAgent" method name.
  
  * Try to disable false positive naming warning.
  
  * Add comment about disabled warnings.
  
  * Rename `RunAgent` to just `Run`.
  
  * Update CHANGELOG.
  
  * Python: Switch to new "run" method name. (#2890)
  
  * Switch to `run` method.
  
  * Add support for deprecated `run_agent`.
  
  * Fix entity method name.
  
  * Fix method name and improve tests.
  
  * Update comment.
  
  * Update Python CHANGELOG.
  
  * [BREAKING] Python: Add factory pattern to handoff orchestration builder (#2844)
  
  * WIP: Factory pattern to handoff
  
  * Add factory pattern to concurrent orchestration builder; Next: tests and sample verification
  
  * Add tests and improve comments
  
  * Fix mypy
  
  * Simplify handoff_simple.py
  
  * Simplify handoff_autonoumous.py and bug fix
  
  * Update readme
  
  * Address Copilot comments
  
  * Python: Flow custom kwargs to agents via Workflow SharedState (#2894)
  
  * Flow custom kwargs to agents via SharedState
  
  * Address Copilot feedback
  
  * Improve sample typing
  
  * Fix test
  
  * Fix Pydantic error when using Literal type for tool params (#2893)
  
  * Updated Ollama package version (#2920)
  
  * Python: Azure AI Agent with Bing Grounding Citations Sample (#2892)
  
  * bing grounding sample with citations
  
  * small fix
  
  * fix
  
  * .NET: Make DelegatingAIAgent abstract (#2797)
  
  * Initial plan
  
  * Make DelegatingAIAgent abstract
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Added additional arguments for Azure AI agent (#2922)
  
  * Python: Correction of MCP image type conversion in  _mcp.py (#2901)
  
  * Correction of MCP image type conversion in  _mcp.py
  
  * Added a new overload to the init function of the DataContent() type of the Agent Framework, edited the test case to correctly test the usage of the data and uri fields while using DataContent()
  
  * Fixed tests related to the changes of the DataContent type, added testing for both string and byte representations
  
  * Pass kwargs into subworkflows (#2923)
  
  * Python: Move ollama samples to samples getting started dir (#2921)
  
  * Move ollama samples to samples getting started dir
  
  * Address feedback
  
  * Python: fix: correct BadRequestError when using Pydantic model in response_fo… (#1843)
  
  * fix: correct BadRequestError when using Pydantic model in response_format
  
  * Fix lint
  
  ---------
  
  Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
  
  * .NET: [Breaking] Delete display name property (#2758)
  
  * delete the AIAgent.DisplayName property
  
  * use agent name as a first value for activity display name
  
  * Update dotnet/src/Microsoft.Agents.AI.Workflows/Specialized/HandoffAgentExecutor.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: cleanup and refactoring of chat clients (#2937)
  
  * refactoring and unifying naming schemes of internal methods of chat clients
  
  * set tool_choice to auto
  
  * fix for mypy
  
  * added note on naming and fix #2951
  
  * fix responses
  
  * fixes in azure ai agents client
  
  * Python: Workflow add option to visualize internal executors (#2917)
  
  * Workflow add option to visualize internal executors
  
  * Address Copilot comments
  
  * Python: Fixes Run ID and Thread ID casing to align with AG-UI Typescript SDK (#2948)
  
  * added camelCase input to run id and thread id aligning with @ag-ui/core
  
  * fixed per copilot suggestions
  
  * Python: Add workflow cancellation sample (#2732)
  
  * Add workflow cancellation sample
  
  Add sample demonstrating how to cancel a running workflow using asyncio
  tasks. Shows both cancellation mid-execution and normal completion paths.
  Useful for implementing timeouts, graceful shutdown, or A2A executors.
  
  * update docstring
  
  * .NET: Update Anthropic package to version 12.0.0 (#2914)
  
  * Initial plan
  
  * Update Anthropic package to version 12.0.0
  
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
  
  * Python: Add Azure Managed Redis Support with Credential Provider (#2887)
  
  * azure redis support
  
  * small fixes
  
  * azure managed redis sample
  
  * fixes
  
  * Bump CommunityToolkit.Aspire.OllamaSharp from 13.0.0-beta.440 to 13.0.0 (#2856)
  
  ---
  updated-dependencies:
  - dependency-name: CommunityToolkit.Aspire.OllamaSharp
    dependency-version: 13.0.0
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.11 to 4.0.5 (#2853)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  
  * Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2854)
  
  ---
  updated-dependencies:
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Azure.AI.AgentServer.AgentFramework
    dependency-version: 1.0.0-beta.5
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Python: Fix WorkflowAgent event handling and kwargs forwarding (#2946)
  
  * Fix kwargs propagation through workflow.as_agent()
  
  * Fix WorkflowAgent to respect AgentExecutor output_response setting
  
  * .NET: Use GrpcEntityRunner instead of TaskEntityDispatcher (#2759)
  
  * Use GrpcEntityRunner instead of TaskEntityDispatcher
  
  * Pin to Durable worker 1.11.0
  
  * Set the invocation result
  
  * Update all Durable packages
  
  * Update changelog, rename dispatcher to encondedEntityRequest
  
  * Python: Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG (#2968)
  
  * Bump Py version to 1.0.0b251218 for a release. Update CHANGELOG
  
  * update lock
  
  * Fix formatting
  
  * Fix ChatKit typing
  
  * Python: Introducing Foundry Local Chat Clients (#2915)
  
  * redo foundry local chat client
  
  * fix mypy and spelling
  
  * better docstring, updated sample
  
  * fixed tests and added tests
  
  * small sample update
  
  * Updated package versions (#2978)
  
  * Python: Added GitHub MCP sample with PAT (#2967)
  
  * added github mcp sample with PAT
  
  * addressed copilot fixes
  
  * env fix
  
  * Python: Preserve reasoning blocks with OpenRouter (#2950)
  
  * Preserve reasoning blocks with OpenRouter
  
  * Put encrypted reasoning in TextReasoningContent
  
  * Remove unneccessary change
  
  * Fix docs
  
  * Support streaming
  
  * Fix handling None in TextReasoningContent.text
  
  * Python: Added response.created and response.in_progress event process to OpenAIBaseResponseClient (#2975)
  
  * added response.created and response.in_progress to include response.id
  
  * better doc string
  
  * added tests for the new streaming event types
  
  * Python: Introducing support for Bedrock-hosted models (Anthropic, Cohere, etc.) (#2610)
  
  * Pushing the bedrock related changes to the new branch after addressing the review comments
  
  * 2524 Addressed the second round review comments
  
  * 2524 Addressed few more minor comments on the PR
  
  * resolving the merge conflict
  
  * 2524 resolved the uv.lock conflicts
  
  * 2524 addressed more comments
  
  * 2524 removed the print statement to fix the checks failure
  
  * 2524 resolved the CI failure issues
  
  * 2524 fixing the CI breaks
  
  * 2524 Addressed the review comment
  
  * 2524 resolved conflict
  
  ---------
  
  Co-authored-by: Sunil Dutta <sunil.dutta@penske.com>
  Co-authored-by: budgetboardingai <apurva.sharma31@gmail.com>
  
  * .NET: [Durable Agents] Reliable streaming sample (#2942)
  
  * .NET: [Durable Agents] Reliable streaming sample
  
  * Add automated validation for new sample
  
  * Address Copilot PR feedback
  
  * Fix typo in README.md about agent definitions (#2634)
  
  * Fix typo in README.md about agent definitions
  
  * Update agent-samples/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: latency improvements (#3014)
  
  * latency improvements
  
  * fixed mypy, added coding standards and instructions
  
  * slight logic improvement
  
  * Python: Updated package versions (#3024)
  
  * Updated package versions
  
  * Updated changelog
  
  * Python: add powerfx safe mode (#3028)
  
  * add powerfx safe mode
  
  * improved docstring and aligned env_file loading
  
  * ensured test uses reset
  
  * .NET: [Breaking] Introduce RunCoreAsync/RunCoreStreamingAsync delegation pattern in AIAgent (#2749)
  
  * Initial plan
  
  * Refactor AIAgent: Make RunAsync and RunStreamingAsync non-abstract, add RunCoreAsync and RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix infinite recursion in test implementations
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Make RunAsync and RunStreamingAsync non-virtual as requested
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix DelegatingAIAgent subclasses to use RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix XML documentation references in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Restore <see cref> tags with proper qualified signatures in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Rollback unnecessary XML documentation changes in AnonymousDelegatingAIAgent
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Remove pragma and update crefs to RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix EntityAgentWrapper to call base.RunCoreAsync/RunCoreStreamingAsync
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * fix compilation issues
  
  * fix compilatio issue
  
  * fix tests
  
  * fix unit tests
  
  * fix unit test
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <sergemenshikh@gmail.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * add issue template and additional labeling (#3006)
  
  * fix and extra int test (#3037)
  
  * .NET: [BREAKING] Refactor ChatMessageStore methods to be similar to AIContextProvider and add filtering support (#2604)
  
  * Refactor ChatMessageStore methods to be similar to AIContextProvider
  
  * Fix file encoding
  
  * Ensure that AIContextProvider messages area also persisted.
  
  * Update formatting and seal context classes
  
  * Improve formatting
  
  * Remove optional messages from constructor and add unit test
  
  * Add ChatMessageStore filtering via a decorator
  
  * Update sample and cosmos message store to store AIContextProvider messages in right order. Fix unit tests.
  
  * Update Workflowmessage store to use aicontext provider messages.
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Improve xml docs messaging
  
  * Address code review comments.
  
  * Also notify message store on failure
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * [BREAKING] Remove unused AgentThreadMetadata (#3067)
  
  * Remove unused AgentThreadMetadata
  
  * Update DurableTask Changelog
  
  * Python: Fix AzureAIClient failure when conversation history contains assistant messages (#3076)
  
  * Fix AzureAIClient failure when conversation history contains assistant messages
  
  * Address PR review feedback: improve docstring and test assertions
  
  * Remove redundant cast
  
  * Fix: Update OTLP exporter protocol conditions (#3070)
  
  * Python: Fix ExecutorInvokedEvent and ExecutorCompletedEvent observability data (#3090)
  
  * Fix ExecutorInvokedEvent.data mutation bug
  
  * Fix bug related to not yielding output type
  
  * .NET: Seal ChatClientAgentThread (#2842)
  
  * Initial plan
  
  * Seal ChatClientAgentThread class
  
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * Fix broken strands urls. (#3102)
  
  * Fix broken strands urls.
  
  * Fix typos
  
  * .NET: Fix message ordering inconsistency when using AIContextProvider (#2659)
  
  * Initial plan
  
  * Fix message ordering inconsistency when using AIContextProvider
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Revert to original message ordering: Input, AIContextProvider, Response
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Reorder messages to ChatClient to match MessageStore order: Existing, Input, AIContextProvider
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Remove redundant test methods as existing tests already verify the behavior
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * fix: tool_choice parameter not being honored when passed to agent.run() (#3095)
  
  * sharepoint sample fix (#3108)
  
  * Bump versions to 1.0.0b260106 for a release. Update CHANGELOG.md (#3109)
  
  * Bump Bedrock version to latest (#3110)
  
  * Python: Fix MCP tool result serialization for list[TextContent] (#2523)
  
  * Fix MCP tool result serialization for list[TextContent]
  
  When MCP tools return results containing list[TextContent], they were
  incorrectly serialized to object repr strings like:
  '[<agent_framework._types.TextContent object at 0x...>]'
  
  This fix properly extracts text content from list items by:
  1. Checking if items have a 'text' attribute (TextContent)
  2. Using model_dump() for items that support it
  3. Falling back to str() for other types
  4. Joining single items as plain text, multiple items as JSON array
  
  Fixes #2509
  
  * Address PR review feedback for MCP tool result serialization
  
  - Extract serialize_content_result() to shared _utils.py
  - Fix logic: use texts[0] instead of join for single item
  - Add type annotation: texts: list[str] = []
  - Return empty string for empty list instead of '[]'
  - Move import json to file top level
  - Add comprehensive unit tests for serialization
  
  * Address PR review feedback: fix type checking and double serialization
  
  - Add isinstance(item.text, str) check to ensure text attribute is a string
  - Fix double-serialization issue by keeping model_dump results as dicts
    until final json.dumps (removes escaped JSON strings in arrays)
  - Improve docstring with detailed return value documentation
  - Add test for non-string text attribute handling
  - Add tests for list type tool results in _events.py path
  
  * Simplify PR: minimal changes to fix MCP tool result serialization
  
  Addresses reviewer feedback about excessive refactoring:
  - Reset _events.py to original structure
  - Only add import and use serialize_content_result in one location
  - All review comments addressed in serialize_content_result():
    - Added isinstance(item.text, str) check
    - Use model_dump(mode="json") to avoid double-serialization
    - Improved docstring with explicit return value documentation
    - Empty list returns "" instead of "[]"
  
  * Refactor: Move MCP TextContent serialization to core prepare_function_call_results
  
  Per reviewer feedback, moved the TextContent serialization logic from
  ag-ui's serialize_content_result to the core package's
  prepare_function_call_results function.
  
  Changes:
  - Added handling for objects with 'text' attribute (like MCP TextContent)
    in _prepare_function_call_results_as_dumpable
  - Removed serialize_content_result from ag-ui/_utils.py
  - Updated _events.py and _message_adapters.py to use
    prepare_function_call_results from core package
  - Updated tests to match the core function's behavior
  
  * Fix failing tests for prepare_function_call_results behavior
  
  - test_tool_result_with_none: Update expected value to 'null' (JSON serialization of None)
  - test_tool_result_with_model_dump_objects: Use Pydantic BaseModel instead of plain class
  
  * Fix B903 linter error: Convert MockTextContent to dataclass
  
  The ruff linter was reporting B903 (class could be dataclass or namedtuple)
  for the MockTextContent test helper classes. This commit converts them to
  dataclasses to satisfy the linter check.
  
  * Python: Improve DevUI, add Context Inspector view as new tab under traces (#2742)
  
  * Improve DevUI, add Context Inspector view as new tab under traces
  
  * fix mypy errors
  
  * fix: Handle stale MCP connections in DevUI executor
  
  MCP tools can become stale when HTTP streaming responses end - the underlying
  stdio streams close but `is_connected` remains True. This causes subsequent
  requests to fail with `ClosedResourceError`.
  
  Add `_ensure_mcp_connections()` to detect and reconnect stale MCP tools before
  agent execution. This is a workaround for an upstream Agent Framework issue
  where connection state isn't properly tracked.
  
  Fixes MCP tools failing on second HTTP request in DevUI.
  
  fixes  #1476 #1515 #2865
  
  * fix #1572 report import dependency errors more clearly
  
  * Ensure there is streaming toggle where users can select streaming vs non streaming mode in devui . Fixes .NET: [Python] DevUI tool call rendering in non-streaming mode?
  
  * remove unused dead code
  
  * improve ux - workflows with agents show a chat component in execution timelien, also ensure magentic final output shows correctly
  
  * update ui build
  
  * update devui to use instrumentation instead of tracing, other instrumentation and type/instance check fixes
  
  * .NET: Seal factory contexts and add non JSO deserialize overloads (#3066)
  
  * Seal factory contexts and add non JSO deserialize overloads
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Enable blank issues in issue template configuration
  
  Need to re-enable creating blank issues
  
  * updated templates (#3106)
  
  * updated templates
  
  * enabled blank and fixed triage
  
  * made language optional and moved to the bottom for features
  
  * Python: Streaming sample for azurefunctions (#3057)
  
  * Streaming sample for azurefunctions
  
  * Fixed links and sample name
  
  * Addressed feedback
  
  * Addressed feedback
  
  * Fixed integration tests
  
  * Updated test
  
  * Python: fix(azure-ai): Fix response_format handling for structured outputs (#3114)
  
  * fix(azure-ai): read response_format from chat_options instead of run_options
  
  * refactor: use explicit None checks for response_format
  
  * Fix mypy error
  
  * Mypy fix
  
  * Python: Bump python version to 1.0.0b260107 for a release (#3128)
  
  * Bump python version to 1.0.0b260107 for a release
  
  * Update changelog
  
  * Make A2AAgent public, so that it's concrete implementation methods can be used. (#3119)
  
  * .NET: Map additional props <-> A2A metadata (#3137)
  
  * map additional props from agent run options to a2a request metadata
  
  * small touches
  
  * add unit tests for new extension methods
  
  * Sort using
  
  * add unit test
  
  * add additiona unit tests
  
  * special case json element to avoid unnecessary serialization
  
  * Python: Fix Anthropic streaming response bugs (#3141)
  
  * test commit identity
  
  * fix(anthropic): fix raw_representation and finish_reason in streaming
  
  * lint fix
  
  * Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.5 to 4.0.5.1 (#2994)
  
  ---
  updated-dependencies:
  - dependency-name: AWSSDK.Extensions.Bedrock.MEAI
    dependency-version: 4.0.5.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Bump Anthropic from 12.0.0 to 12.0.1 (#2993)
  
  ---
  updated-dependencies:
  - dependency-name: Anthropic
    dependency-version: 12.0.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * .NET: [Breaking] Prevent loss of input messages & streamed updates when resuming streaming (#2748)
  
  * save input messages and stream updates to the continuation token to be able to use them in the last successful stream resumption call.
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/tests/Microsoft.Agents.AI.UnitTests/ChatClient/ChatClientAgent_BackgroundResponsesTests.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgentContinuationToken.cs
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * fix typo
  
  * init continuation token from chat response
  
  * remove unnecessary types for source generation
  
  * remove check for continuation token passed at initial run
  
  * remove check for continuation token pass at initial run
  
  * centralize continuation token parsing
  
  * update xml comments
  
  * use readonly collection instead of enumerable
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * .NET: fix: Expose WorkflowErrorEvent as ErrorContent (#2762)
  
  * fix: Expose WorkflowErrorEvent as ErrorContent
  
  When hosted using .AsAgent(), Workflows were not exposing inner errors coming as Exceptions (through the WorkflowErrorEvent)
  
  The fix is to convert their message to an ErrorContent on the way out, rather than rely on the default "empty update" to collect the raw event.
  
  * feat: Add a way to show/suppress exception information
  
  * Bump Microsoft.Agents.AI.Workflows from 1.0.0-preview.251125.1 to 1.0.0-preview.251219.1 (#2997)
  
  ---
  updated-dependencies:
  - dependency-name: Microsoft.Agents.AI.Workflows
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
  
  * .NET: Add Run overloads to expose ChatClientAgentRunOptions in IntelliSense (#3115)
  
  * Initial plan
  
  * Add ChatClientAgentExtensions for improved discoverability of ChatClientAgentRunOptions
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Address code review feedback - use collection expression syntax
  
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Apply suggestion from @westey-m
  
  * Fix issues with Copilot implementation
  
  * Add additional tests for structured output overloads.
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: westey-m <164392973+westey-m@users.noreply.github.com>
  
  * Python: Add tool call/result content types and update connectors and samples (#2971)
  
  * Add new AI content types and image tool support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Add Python content types for tool calls/results and image generation tool support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Address review feedback for tool content and samples
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Tighten image generation typing and sample tools list
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Align image generation output typing
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Handle MCP naming, image options mapping, and connector tool content
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Allow MCP call in function approval request
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Remove raw image_generation tool remapping
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Restore Anthropic tool_use to function calls unless code execution
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix lint issues for hosted file docstring and MCP parsing
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Import ChatResponse types in Anthropic client
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix Anthropics citation type imports and MCP typing for handoff/tools
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Skip lightning tests without agentlightning and fix function call import
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * fix lint on lab package
  
  * rebuilt anthropic parsing
  
  * redid anthropic parsing
  
  * typo
  
  * updated parsing and added missing docstrings
  
  * fix tests
  
  * mypy fixes
  
  * second mypy fix
  
  * add new class to other samples
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <github@vanvalkenburg.eu>
  
  * Bump Google.GenAI from 0.6.0 to 0.9.0 (#2995)
  
  ---
  updated-dependencies:
  - dependency-name: Google.GenAI
    dependency-version: 0.9.0
    dependency-type: direct:production
    update-type: version-update:semver-minor
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  
  * Bump js-yaml from 4.1.0 to 4.1.1 in /python/packages/devui/frontend (#3123)
  
  Bumps [js-yaml](https://github.com/nodeca/js-yaml) from 4.1.0 to 4.1.1.
  - [Changelog](https://github.com/nodeca/js-yaml/blob/master/CHANGELOG.md)
  - [Commits](https://github.com/nodeca/js-yaml/compare/4.1.0...4.1.1)
  
  ---
  updated-dependencies:
  - dependency-name: js-yaml
    dependency-version: 4.1.1
    dependency-type: indirect
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Updated package versions (#3144)
  
  * .NET: Bump Microsoft.Agents.AI.OpenAI and Microsoft.Extensions.AI.OpenAI (#2996)
  
  * Bump Microsoft.Agents.AI.OpenAI and Microsoft.Extensions.AI.OpenAI
  
  Bumps Microsoft.Agents.AI.OpenAI from 1.0.0-preview.251125.1 to 1.0.0-preview.251219.1
  Bumps Microsoft.Extensions.AI.OpenAI from 10.1.0-preview.1.25608.1 to 10.1.1-preview.1.25612.2
  
  ---
  updated-dependencies:
  - dependency-name: Microsoft.Agents.AI.OpenAI
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Extensions.AI.OpenAI
    dependency-version: 10.1.1-preview.1.25612.2
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Agents.AI.OpenAI
    dependency-version: 1.0.0-preview.251219.1
    dependency-type: direct:production
    update-type: version-update:semver-patch
  - dependency-name: Microsoft.Extensions.AI.OpenAI
    dependency-version: 10.1.1-preview.1.25612.2
    dependency-type: direct:production
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  
  * Fixed samples
  
  ---------
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
  Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  
  * Python: fix(ag-ui): Execute tools with approval_mode, fix shared state, code cleanup  (#3079)
  
  * fix(ag-ui): execute tools after approval in human-in-the-loop flow
  
  * Fix shared state bug
  
  * Bug fix finalized
  
  * Refactoring to clean up code
  
  * Code cleanup
  
  * More fixes
  
  * More code cleanup
  
  * Add version detection in __init__.py to ruff ignore list
  
  * Track agent name with updates for workflow agent (#3146)
  
  * Python: Fix AzureAIClient tool call bug for AG-UI use (#3148)
  
  * Fiz AzureAIClient tool call bug
  
  * Address copilot feedback
  
  * Python: multiple bug fixes (#3150)
  
  * fix Python: kwargs are not passed to _prepare_thread_and_messages in ChatAgent.run
  Fixes #3118
  
  * fix Python: [Bug]: model_id versus model_deployment_name is confusing in Azure AI Agents
  Fixes #3147
  
  * add types
  
  * fixed type and docstring
  
  * fix(anthropic): fix duplicate ToolCallStartEvent in streaming tool calls (#3051)
  
  When processing `input_json_delta` events, the Anthropic client was
  passing the tool name from the previous `tool_use` event. This caused
  ag-ui's `_handle_function_call_content` to emit a `ToolCallStartEvent`
  for every streaming chunk (since it triggers on `if content.name:`).
  
  This fix changes the behavior to pass an empty string for `name` in
  `input_json_delta` events, matching OpenAI's behavior where streaming
  argument chunks have `name=""`. The initial `tool_use` event still
  provides the tool name, so only one `ToolCallStartEvent` is emitted.
  
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
  
  * .NET: [BREAKING] Change GetNewThread and DeserializeThread to async (#3152)
  
  * Change GetNewThread and DeserializeThread plus ChatMessageStore and AIContextProvider Factories to async
  
  * Merge fixes
  
  * Fix Ollama model env var in documentation (#3156)
  
  Signed-off-by: Dina Suehiro Jones <dina.s.jones@intel.com>
  
  * Python: Add Pydantic request model and OpenAPI tags support to AG-UI FastAPI endpoint (#2522)
  
  * feat(ag-ui): Add Pydantic request model and OpenAPI tags support
  
  - Add AGUIRequest Pydantic model in _types.py with field descriptions
  - Update add_agent_framework_fastapi_endpoint() to accept tags parameter
  - Use AGUIRequest model for automatic validation and OpenAPI schema generation
  - Export AGUIRequest and DEFAULT_TAGS in __init__.py
  - Update test_endpoint.py to expect 422 for invalid requests
  - Add tests for OpenAPI schema, default tags, custom tags, and validation
  
  Benefits:
  - Better API documentation with complete request schema in Swagger UI
  - Automatic request validation with Pydantic
  - Organized endpoints under 'AG-UI' tag instead of 'default'
  - Improved developer experience and type safety
  
  Fixes #<issue-number>
  
  * test(ag-ui): Add test for internal error handling to achieve 100% coverage
  
  - Add test_endpoint_internal_error_handling() to cover exception handling code
  - Mock copy.deepcopy to simulate internal error during default_state processing
  - Add type: ignore for FastAPI tags parameter (known pyright compatibility issue)
  - Achieves 100% test coverage for _endpoint.py (previously missing lines 103-105)
  
  * .NET: Improve resolving `AITool` from DI (#3175)
  
  * remove localagenttoolregistry
  
  * also give the factory method API
  
  * Python: Fix MCPStreamableHTTPTool to use new streamable_http_client API (#3088)
  
  * Fix MCPStreamableHTTPTool to use new streamable_http_client API with proper httpx client cleanup
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Update docstring to reflect new streamable_http_client API usage
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Refactor MCPStreamableHTTPTool to accept optional http_client parameter and delegate client creation to streamable_http_client
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Update mcp package minimum version to 1.24.0 for streamable_http_client API support
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Fix critical bugs: apply headers/timeout/sse_read_timeout when creating httpx client, add version constraint <2, and properly manage client lifecycle
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Simplify implementation: remove headers/timeout/sse_read_timeout params, remove kwargs, remove close() override per feedback
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Add back **kwargs parameter for backward compatibility (accepted but not used)
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * Remove unused httpx import from test file
  
  Note: The uv.lock file needs to be updated with 'uv sync' to reflect the mcp version constraint change (>=1.24.0,<2)
  
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  
  * cicd fixes
  
  * udpated samples with headers examples
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
  Co-authored-by: eavanvalkenburg <github@vanvalkenburg.eu>
  
  * azureai direct a2a endpoint support (#3127)
  
  * Python: [BREAKING]: removed display_name, renamed context_providers, middleware and AggregateContextProvider (#3139)
  
  * removed display_name, renamed context_providers, middleware and AggregateContextProvider
  
  * fixes
  
  * fixed test
  
  * testfix
  
  * removed mistakenly put back test
  
  * updated new test
  
  * rename middlewares to middleware
  
  * middleware fixes
  
  * Python: MCP Improvements: improved connection loss behavior, pagination for loading and a param to control representation (#3154)
  
  * pagination support (#2848) added a parse_tool_result param and connection loss (#2884)
  
  * fix #3153
  
  * improved connection handling
  
  * improved logic
  
  * Python: Add declarative workflow runtime (#2815)
  
  * Further support for declarative python workflows
  
  * Add tests. Clean up for typing and formatting
  
  * Improvements and cleanup
  
  * Typing cleanup. Improve docstrings
  
  * Proper code in docstrings
  
  * Fix malformed code-block directive in docstring
  
  * Remove dead links
  
  * PR feedback
  
  * Address PR feedback
  
  * Address PR feedback
  
  * Remove sl
  
  * Update devui frontend
  
  * More cleanup
  
  * Fix uv lock
  
  * Skip Py 3.14 tests as powerfx doesn't support it
  
  * Fix mypy error
  
  * Fix for tool calls
  
  * Removed stale docstring
  
  * Fix lint
  
  * Standardize on .NET namespaces. Revert DevUI changes (bring in later)
  
  * Implement remaining items for Python declarative support to match dotnet
  
  * point URL to agent, not to agentcard (#3176)
  
  * Python: [BREAKING]: Introducing Options as TypedDict and Generic (#3140)
  
  * WIP typeddict for options
  
  * updated all clients and ChatAgents
  
  * updated everything
  
  * added ADR
  
  * fix mypy
  
  * proper typevar imports
  
  * fixed import
  
  * fixed other imports
  
  * slight update in the sample
  
  * updated from feedback
  
  * fixes
  
  * fixed missing covariants and test fixes
  
  * fixed typing
  
  * updated anthropic thinking config
  
  * ruff fixes
  
  * fixed int tests
  
  * fix tests and mypy
  
  * updated integration tests
  
  * updated docstring and test fix
  
  * improved options handling in obser
  
  * mypy fix
  
  * updated a host of integration tests
  
  * fix tests
  
  * bedrock fix
  
  * [BREAKING] Python: Refactor orchestrations (#3023)
  
  * Group chat refactoring Part 1; Next: HIL and handoff
  
  * Add agent approval flow; next samples
  
  * WIP: samples
  
  * WIP: HIL samples
  
  * Group chat HIL working; next: handoff
  
  * Fix group chat tool approval sample
  
  * WIP: refactor handoff; next handoff handling
  
  * Handoff done; next handoff samples and concurrent and sequential
  
  * Handoff samples, concurrent, and sequential done; next Magentic
  
  * WIP: magentic; next test with samples + HIL
  
  * Magentic Working; next fix all samples and tests
  
  * Fix handoff samples; next tests
  
  * WIP: fixing tests; some orchestration as agent samples are failing
  
  * Group chat unit tests done
  
  * Handoff  unit tests done
  
  * Remove old orchestration_request_info and fix related tests
  
  * Magentic unit tests done
  
  * Fix samples
  
  * Fix test
  
  * Fix test 2
  
  * mypy
  
  * Address comments
  
  * Update readme
  
  * Address comments
  
  * Address comments 2
  
  * Replace display name
  
  * Python: ADR for create/get agent API (#2618)
  
  * ADR for create/get agent API
  
  * Updated ADR with implementation options
  
  * Small updates
  
  * Updated decision outcome section
  
  * Updated broken links
  
  * Small updates
  
  * Fixed merge conflicts
  
  * Small fix
  
  * Updated decision outcome section
  
  * Small fixes
  
  * Updated provider naming based on client SDK
  
  * Add ignored parameter for CodeQL in workflow (#3204)
  
  * Implement IReadOnlyList on InMemoryChatMessageStore (#3205)
  
  * .NET: Make ChatMessageStore and AIContextProvider context props settable (#3196)
  
  * Make ChatMessageStore and AIContextProvider context props setable
  
  * Add validation to preserve non-null requirement of certain properties.
  
  * Fix broken tests.
  
  * Python: Add dependencies param to ag-ui FastAPI endpoint (#3191)
  
  * Add dependencies param to ag-ui FastAPI endpoint
  
  * Address Copilot feedback
  
  * renamed all (#3207)
  
  * Python: ADR for simplified get response (#3098)
  
  * ADR for simplified get response
  
  * updated some language, added agent option and code comparison
  
  * small update in sample
  
  * added workflows and expanded some points
  
  * changed decision and number
  
  * updated with stream=False default
  
  * .NET: [Breaking] Rename`AgentRunResponse` and `AgentRunResponseUpdate` classes (#3197)
  
  * rename AgentRunResponse and AgentRunResponseUpdate classes - part1
  
  * rename varialbles, parameters, methods and tests
  
  * rollback unnecessary changes
  
  * .NET: [Breaking] Rename AgentRunResponseEvent and AgentRunUpdateEvent classes (#3214)
  
  * rename AgentRunResponseEvent and AgentRunUpdateEvent classes
  
  * rollback unnecessary changes
  
  * Python: Create/Get Agent API for Azure V2 (#3059)
  
  * Added get_agent method to Azure AI V2
  
  * Small fixes
  
  * Small fix
  
  * Removed AzureAIAgentProvider
  
  * Added create_agent method
  
  * Small fixes
  
  * Fixed code interpreter tool mapping
  
  * Added agent provider for V2 client
  
  * Updated response format handling
  
  * Added provider example
  
  * Fixed errors
  
  * Update python/samples/getting_started/agents/azure_ai/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Small fix
  
  * Updates from merge
  
  * Resolved comments
  
  * Resolved comments
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: Add more specific exceptions to Workflow (#3188)
  
  * Add more specifc workflow exceptions
  
  * Fix tests
  
  * AI comments
  
  * Misc
  
  * Python: Added AzureAI sample for downloading code interpreter generated files (#3189)
  
  * added azure ai code interpreter file download sample
  
  * copilot fix suggestions
  
  * function name fixes + readme update
  
  * small fix
  
  * update package versions (#3223)
  
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  
  * Python: fix(core): correct FunctionResultContent ordering in WorkflowAgent.merge_updates (#3168)
  
  * fix(core): simplify FunctionResultContent ordering in WorkflowAgent.merge_updates
  
  * improve comment
  
  * Fix name
  
  * fix(workflows): rename WorkflowOutputEvent.source_executor_id to executor_id for API consistency (#3166)
  
  * Python: fix(ag-ui): add MCP tool support for AG-UI approval flows (#3212)
  
  * add MCP tool support for AG-UI approval flows
  
  * use attribute in place of property
  
  * Python: Properly configure structured outputs based on new options dict (#3213)
  
  * Properly configure structured outputs based on new options dict
  
  * Fix mypy
  
  * .NET: Merge AgentRunOptions.AdditionalProperties into ChatOptions.AdditionalProperties (#3184)
  
  * Merge AgentRunOptions.AdditionalProperties into ChatOptions.AdditionalProperties
  
  * Fix namespace and typo.
  
  * .NET: Update Google.GenAI to 0.11.0 and remove polyfill implementations (#3232)
  
  * Initial plan
  
  * Update Google.GenAI to 0.11.0 and remove polyfill files
  
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
  
  * .NET: [BREAKING] Renamed CreateAIAgent/GetAIAgent to AsAIAgent (#3222)
  
  * Renamed chat client extension method
  
  * Additional renaming
  
  * Updated documentation
  
  * Fixed tests
  
  * Small fix
  
  * Small fix
  
  * Updated DurableAIAgent and fixed integration tests (#3241)
  
  * Python: Create/Get Agent API for Azure V1 (#3192)
  
  * Added provider implementation for Azure AI V1
  
  * Small fixes
  
  * Fixed OpenAPI example
  
  * Fixed local MCP example
  
  * Fixed hosted MCP example
  
  * Fixed file search sample
  
  * Small fixes
  
  * Resolved comments
  
  * Doc updates
  
  * Bump azure-core from 1.37.0 to 1.38.0 in /python (#3209)
  
  Bumps [azure-core](https://github.com/Azure/azure-sdk-for-python) from 1.37.0 to 1.38.0.
  - [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
  - [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-core_1.37.0...azure-core_1.38.0)
  
  ---
  updated-dependencies:
  - dependency-name: azure-core
    dependency-version: 1.38.0
    dependency-type: indirect
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Python: Create/Get Agent API for OpenAI Assistants (#3208)
  
  * Added provider implementation
  
  * Added example with response format
  
  * Small improvements
  
  * Python: (AG-UI) Support service-managed thread on AG-UI  (#3136)
  
  * added service thread support
  
  * set service_thread_id to only supplied_thread_id
  
  * uses raw_representation to extract the conversation_id
  
  * removed accidental edit
  
  * updated test to use raw_representation
  
  * resolves copilot review feedback
  
  * revert back StubAgent, since not used
  
  * removed relative module import
  
  * removed hasattr check per PR feedback
  
  * Create/Get Agent API - fixes and example improvements (#3246)
  
  * .NET Purview Middleware: Improve Background Job Runner Injection (#3256)
  
  * Clean up background job dependency injection
  
  * Fix xml documentation grammar
  
  * Python: [BREAKING] Renamed create_agent to as_agent (#3249)
  
  * Renamed create_agent to as_agent
  
  * Override for as_agent
  
  * Added override
  
  * Python: Update package version (#3258)
  
  * package version 260116
  
  * removed name tags
  
  * Python: Fixed Azure chat client for asynchronous filtering (#3260)
  
  * Fixed Azure chat client for asynchronous filtering
  
  * Updated test
  
  * Python: Fixed use_agent_middleware calling private _normalize_messages (#3264)
  
  * Fix use_agent_middleware calling private _normalize_messages
  
  * Fixed A2A and Copilot Studio agent
  
  * Python: Added rai_config to Azure AI agent creation (#3265)
  
  * Add kwargs to create_agent method
  
  * Added test for kwargs
  
  * Addressed comment
  
  * Added doc string
  
  * Python: Filter conversation_id when passing kwargs to agent as tool (#3266)
  
  * Filter conversation_id when passing kwargs to agent as tool
  
  * Small fix
  
  * Update python/samples/getting_started/agents/azure_ai/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/agents/openai/openai_responses_client_with_agent_as_tool.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/agents/azure_ai/azure_ai_with_agent_as_tool.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Bump actions/setup-dotnet from 5.0.1 to 5.1.0 (#3273)
  
  Bumps [actions/setup-dotnet](https://github.com/actions/setup-dotnet) from 5.0.1 to 5.1.0.
  - [Release notes](https://github.com/actions/setup-dotnet/releases)
  - [Commits](https://github.com/actions/setup-dotnet/compare/v5.0.1...v5.1.0)
  
  ---
  updated-dependencies:
  - dependency-name: actions/setup-dotnet
    dependency-version: 5.1.0
    dependency-type: direct:production
    update-type: version-update:semver-minor
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Update ignored checks in merge-gatekeeper workflow
  
  * Python: [BREAKING] Make response_format validation errors visible to users (#3274)
  
  * Make response_format validation errors visible to users
  
  * Small fix
  
  * Addressed comments
  
  * Python: fix(declarative): Fix MCP tool connection not passed from YAML to Azure AI agent creation API (#3248)
  
  * fix(declarative): Fix MCP tool connection not passed from YAML
  
  * Add samples to README
  
  * Fix mypy
  
  * Fix mypy again
  
  * Address PR comments
  
  * fix #3171, ensure proper form rendering for int (#3201)
  
  * Bump uv from 0.9.25 to 0.9.26 in /python (#3288)
  
  Bumps [uv](https://github.com/astral-sh/uv) from 0.9.25 to 0.9.26.
  - [Release notes](https://github.com/astral-sh/uv/releases)
  - [Changelog](https://github.com/astral-sh/uv/blob/main/CHANGELOG.md)
  - [Commits](https://github.com/astral-sh/uv/compare/0.9.25...0.9.26)
  
  ---
  updated-dependencies:
  - dependency-name: uv
    dependency-version: 0.9.26
    dependency-type: direct:development
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump ruff from 0.14.11 to 0.14.13 in /python (#3287)
  
  Bumps [ruff](https://github.com/astral-sh/ruff) from 0.14.11 to 0.14.13.
  - [Release notes](https://github.com/astral-sh/ruff/releases)
  - [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
  - [Commits](https://github.com/astral-sh/ruff/compare/0.14.11...0.14.13)
  
  ---
  updated-dependencies:
  - dependency-name: ruff
    dependency-version: 0.14.13
    dependency-type: direct:development
    update-type: version-update:semver-patch
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * Bump tar from 7.4.3 to 7.5.3 in /python/packages/devui/frontend (#3267)
  
  Bumps [tar](https://github.com/isaacs/node-tar) from 7.4.3 to 7.5.3.
  - [Release notes](https://github.com/isaacs/node-tar/releases)
  - [Changelog](https://github.com/isaacs/node-tar/blob/main/CHANGELOG.md)
  - [Commits](https://github.com/isaacs/node-tar/compare/v7.4.3...v7.5.3)
  
  ---
  updated-dependencies:
  - dependency-name: tar
    dependency-version: 7.5.3
    dependency-type: indirect
  ...
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
  
  * .NET: Delete sync extension methods for agent (#3291)
  
  * Delete sync extension methods for agent
  
  * Fix comments and obsolete attribute
  
  * Remove more sync methods.
  
  * Fix naming and comments.
  
  * Fix unit tests
  
  * Python: Fix: Add system_instructions to ChatClient LLM span tracing (#3164)
  
  * Fix: Add system_instructions to ChatClient LLM span tracing
  
  - Add system_instructions parameter to _capture_messages() calls in
    _trace_get_response() and _trace_get_streaming_response()
  - Extract instructions from chat_options in kwargs
  - Add unit tests to verify system_instructions are captured correctly
  
  When using ChatClient with ChatOptions.instructions, the OpenTelemetry
  LLM span was missing system messages in gen_ai.input.messages and the
  gen_ai.system_instructions attribute was not being set.
  
  This fix aligns the ChatClient-level tracing with the Agent-level
  tracing which already correctly passes system_instructions.
  
  Fixes #3163
  
  Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
  
  * Add edge case tests for system_instructions
  
  - Add test for empty string instructions (should not set attribute)
  - Add test for list-type instructions (verify multiple items captured)
  
  Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
  
  * Simplify: use options.get('instructions') directly instead of kwargs.get('chat_options')
  
  Addresses reviewer feedback:
  - Removed unnecessary chat_options variable from kwargs
  - Directly access instructions from the options parameter
  - Updated tests to use dict syntax for options (TypedDict convention)
  
  ---------
  
  Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
  
  * Improve PR number handling in workflow (#3302)
  
  * Improve PR number handling in workflow
  
  Refine PR number extraction and validation method.
  
  * Update .github/workflows/python-test-coverage-report.yml
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Fix error message for invalid PR number
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@…
  
  * Modify failures
  
  * Fix mypy errors
  
  * Address comments
  
  * Update durabletask version
  
  * Remove event loops
  
  * Add comment
  
  * Fix typing for apps
  
  ---------
  
  Signed-off-by: dependabot[bot] <support@github.com>
  Signed-off-by: Dina Suehiro Jones <dina.s.jones@intel.com>
  Co-authored-by: Tao Chen <taochen@microsoft.com>
  Co-authored-by: Kurt <65111699+q33566@users.noreply.github.com>
  Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
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  Laveesh Rohra · 2026-01-27 21:08:05 +00:00
  787becfc9f
• Python: Fix azurefunctions MCP tool invocation to use correct agent (#3339)

  * MCP tool fix for azurefunctions
  
  * Moving logic to check for thread id

  Gavin Aguiar · 2026-01-22 22:36:44 +00:00
  b072df32c5
• Python: [Breaking] Simplified Content types to a single class with classmethod constructors. (#3252)

  * ported Content to a new model
  
  * fixed linting
  
  * fixes
  
  * fixed data format handling
  
  * fix for 3.10 mypy
  
  * fix
  
  * fix int test

  Eduard van Valkenburg · 2026-01-20 22:09:39 +00:00
  83e6229c11
• Python: [BREAKING] Renamed create_agent to as_agent (#3249)

  * Renamed create_agent to as_agent
  
  * Override for as_agent
  
  * Added override

  Dmytro Struk · 2026-01-16 19:21:52 +00:00
  5687e13221
• Updated DurableAIAgent and fixed integration tests (#3241)
  Dmytro Struk · 2026-01-15 21:43:26 +00:00
  6e9420f614
• renamed all (#3207)
  Eduard van Valkenburg · 2026-01-14 05:54:07 +00:00
  d8cf8361bd
• Python: [BREAKING]: Introducing Options as TypedDict and Generic (#3140)

  * WIP typeddict for options
  
  * updated all clients and ChatAgents
  
  * updated everything
  
  * added ADR
  
  * fix mypy
  
  * proper typevar imports
  
  * fixed import
  
  * fixed other imports
  
  * slight update in the sample
  
  * updated from feedback
  
  * fixes
  
  * fixed missing covariants and test fixes
  
  * fixed typing
  
  * updated anthropic thinking config
  
  * ruff fixes
  
  * fixed int tests
  
  * fix tests and mypy
  
  * updated integration tests
  
  * updated docstring and test fix
  
  * improved options handling in obser
  
  * mypy fix
  
  * updated a host of integration tests
  
  * fix tests
  
  * bedrock fix

  Eduard van Valkenburg · 2026-01-13 16:41:05 +00:00
  3e97425245
• Python: [BREAKING]: removed display_name, renamed context_providers, middleware and AggregateContextProvider (#3139)

  * removed display_name, renamed context_providers, middleware and AggregateContextProvider
  
  * fixes
  
  * fixed test
  
  * testfix
  
  * removed mistakenly put back test
  
  * updated new test
  
  * rename middlewares to middleware
  
  * middleware fixes

  Eduard van Valkenburg · 2026-01-13 02:24:07 +00:00
  203fb7b1c4
• Python: Switch to new "run" method name. (#2890)

  * Switch to `run` method.
  
  * Add support for deprecated `run_agent`.
  
  * Fix entity method name.
  
  * Fix method name and improve tests.
  
  * Update comment.
  
  * Update Python CHANGELOG.

  Phillip Hoff · 2025-12-16 22:08:12 +00:00
  2bde58f915
• Python: Change DurableAIAgent log level from warning to debug when invoked without thread (#2736)

  * Initial plan
  
  * Change logger.warning to logger.debug for missing thread
  
  Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
  
  * Fix test to use getMessage() method for log records
  
  Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
  
  * Remove test for logging change per review feedback
  
  Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
  Co-authored-by: Laveesh Rohra <larohra@microsoft.com>

  Copilot · 2025-12-10 17:57:08 +00:00
  3f4eeb00be
• Python: Fix DurableState schema serializations (#2670)

  * Fix created at
  
  * Add pattern matching

  Laveesh Rohra · 2025-12-08 22:38:45 +00:00
  71d9d268dd
• Python: Add orchestration ID to durable agent entity state and code refactor (#2484)

  * Initial plan
  
  * Add orchestration ID to durable agent entity state for Python
  
  Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
  
  * Fix type safety checks
  
  * Fix tests
  
  ---------
  
  Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
  Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
  Co-authored-by: Laveesh Rohra <larohra@microsoft.com>

  Copilot · 2025-12-02 01:34:18 +00:00
  cb343dd707
• Python: [Breaking] Python: Respond with AgentRunResponse with serialized structured output (#2285)

  * Respond with AgentRunResponse
  
  * Fix response_Format type
  
  * Address comments
  
  * Fix tests
  
  * Fix log
  
  * Addressed comments
  
  * Code cleanup
  
  * Use AgentTask vs Generator
  
  * Address comments
  
  * use lazy logging
  
  * fix mypy errors

  Laveesh Rohra · 2025-11-26 18:44:28 +00:00
  306c81aef8
• Python: Added MCP tool support for azure functions package. (#2385)

  * Python: Add Scaffolding for Durable AzureFunctions package to Agent Framework (#1823)
  
  * Add scafolding
  
  * update readme
  
  * add code owners and label
  
  * update owners
  
  * .NET: Durable extension: initial src and unit tests (#1900)
  
  * Python: Add Durable Agent Wrapper code (#1913)
  
  * add initial changes
  
  * Move code and add single sample
  
  * Update logger
  
  * Remove unused code
  
  * address PR comments
  
  * cleanup code and address comments
  
  ---------
  
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  
  * Azure Functions .NET samples (#1939)
  
  * Python: Add Unit tests for Azurefunctions package (#1976)
  
  * Add Unit tests for Azurefunctions
  
  * remove duplicate import
  
  * .NET: [Feature Branch] Migrate state schema updates and support for agents as MCP tools (#1979)
  
  * Python: Add more samples for Azure Functions (#1980)
  
  * Move all samples
  
  * fix comments
  
  * remove dead lines
  
  * Make samples simpler
  
  * Agents as MCP tools
  
  * Removed unused files and updated sample
  
  * .NET: [Feature Branch] Durable Task extension integration tests (#2017)
  
  * .NET: [Feature Branch] Update OpenAI config for integration tests (#2063)
  
  * Python: Add Integration tests for AzureFunctions  (#2020)
  
  * Add Integration tests
  
  * Remove DTS extension
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Add pyi file for type safety
  
  * Add samples in readme
  
  * Updated all readme instructions
  
  * Address comments
  
  * Update readmes
  
  * Fix requirements
  
  * Address comments
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Addressed copilot feedback
  
  * Minor refactoring and added tests
  
  * Updated mcp sample
  
  * Fixed broken link in readme
  
  * Addressed copilot comments
  
  * Addressed feedback
  
  * Updated property to enable_mcp_tool_trigger
  
  ---------
  
  Co-authored-by: Laveesh Rohra <larohra@microsoft.com>
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  Co-authored-by: Chris Gillum <cgillum@microsoft.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

  Gavin Aguiar · 2025-11-25 18:50:02 +00:00
  b1c210c9d8
• [BREAKING] Python: Schema changes for azure functions package (#2151)

  * Python: Add Scaffolding for Durable AzureFunctions package to Agent Framework (#1823)
  
  * Add scafolding
  
  * update readme
  
  * add code owners and label
  
  * update owners
  
  * .NET: Durable extension: initial src and unit tests (#1900)
  
  * Python: Add Durable Agent Wrapper code (#1913)
  
  * add initial changes
  
  * Move code and add single sample
  
  * Update logger
  
  * Remove unused code
  
  * address PR comments
  
  * cleanup code and address comments
  
  ---------
  
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  
  * Azure Functions .NET samples (#1939)
  
  * Python: Add Unit tests for Azurefunctions package (#1976)
  
  * Add Unit tests for Azurefunctions
  
  * remove duplicate import
  
  * .NET: [Feature Branch] Migrate state schema updates and support for agents as MCP tools (#1979)
  
  * Python: Add more samples for Azure Functions (#1980)
  
  * Move all samples
  
  * fix comments
  
  * remove dead lines
  
  * Make samples simpler
  
  * .NET: [Feature Branch] Durable Task extension integration tests (#2017)
  
  * .NET: [Feature Branch] Update OpenAI config for integration tests (#2063)
  
  * Python: Add Integration tests for AzureFunctions  (#2020)
  
  * Add Integration tests
  
  * Remove DTS extension
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Add pyi file for type safety
  
  * Add samples in readme
  
  * Updated all readme instructions
  
  * Address comments
  
  * Update readmes
  
  * Fix requirements
  
  * Address comments
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * .NET: [Feature Branch] Update dotnet-build-and-test.yml to support integration tests (#2070)
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Fix DTS startup issue and improve logging (#2103)
  
  * .NET: [Feature Branch] Introduce Azure OpenAI config for .NET pipeline (#2106)
  
  Also fixes an issue where we were trying to start docker containers for integration tests on Windows, which doesn't work.
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Fix uv.lock after merge
  
  * Python: Add README for Azure Functions samples setup (#2100)
  
  * Add README for Azure Functions samples setup
  
  Added setup instructions for Azure Functions samples, including environment setup, virtual environment creation, and running samples.
  
  * Update python/samples/getting_started/azure_functions/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestion from @Copilot
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Laveesh Rohra <larohra@microsoft.com>
  
  * Fix or remove broken markdown file links (#2115)
  
  * .NET: [Feature Branch] Update HTTP API to be consistent across languages (#2118)
  
  * Python: Fix AzureFunctions Integration Tests (#2116)
  
  * Add Identity Auth to samples
  
  * Update python/samples/getting_started/azure_functions/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/azure_functions/01_single_agent/function_app.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/azure_functions/02_multi_agent/function_app.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/azure_functions/06_multi_agent_orchestration_conditionals/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: Fix Http Schema (#2112)
  
  * Rename to threadid
  
  * Respond in plain text
  
  * Make snake-case
  
  * Add http prefix
  
  * rename to wait-for-response
  
  * Add query param check
  
  * address comments
  
  * .NET: Remove IsPackable=false in preparation for nuget release (#2142)
  
  * Python: Move `azurefunctions` to `azure` for import (#2141)
  
  * Move import to Azure
  
  * fix mypy
  
  * Update python/packages/azurefunctions/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Add missing types
  
  * Address comments
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/azurefunctions/pyproject.toml
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/azurefunctions/agent_framework_azurefunctions/__init__.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Fix imports
  
  * Address PR feedback from westey-m (#2150)
  
  - Adds a link from the /dotnet/samples/README.md to /dotnet/samples/AzureFunctions
  - Make DurableAgentThread deserialization internal for future-proofing
  - Update JSON serialization logic to address recently discovered issues with source generator serialization
  
  * Schema changes for azure functions
  
  * Fixed serialization bug
  
  * update to camel case
  
  * Adding logs
  
  * merge with main
  
  * sync uv.lock
  
  * Updated schema
  
  * Fixed tests
  
  * Addressed comments
  
  * Fixed mypy errors
  
  * Fixed bug in responsetype and authorName
  
  * Addressed feedback
  
  * Addressed more feedback
  
  * Python: Addressing comments for #2151 (#2315)
  
  * Initial fixes
  
  * Address more comments
  
  * Address remaining comments
  
  * Fixed remaining snake_case properties
  
  * Fixed remaining snake_case properties
  
  * Fixed mypy errors
  
  * Minor changes
  
  * revert tool names
  
  * Fixed mypy errors
  
  ---------
  
  Co-authored-by: Laveesh Rohra <larohra@microsoft.com>
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  Co-authored-by: Chris Gillum <cgillum@microsoft.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Anirudh Garg <anirudhg@microsoft.com>
  Co-authored-by: Victoria Hall <victoriahall@microsoft.com>

  Gavin Aguiar · 2025-11-20 16:24:34 +00:00
  6ae32f007d
• Python: Clean up imports (#2318)

  * chore: tidy imports
  
  * Update python/packages/azurefunctions/agent_framework_azurefunctions/_errors.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/azurefunctions/agent_framework_azurefunctions/_callbacks.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * chore: revert stub file change
  
  * chore: trigger pre-commit hook, re-add `annotations` import
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

  Brandon McConnell · 2025-11-19 23:41:01 +00:00
  79bb87061b
• .NET: Python: Azure Functions feature branch (#1916)

  * Python: Add Scaffolding for Durable AzureFunctions package to Agent Framework (#1823)
  
  * Add scafolding
  
  * update readme
  
  * add code owners and label
  
  * update owners
  
  * .NET: Durable extension: initial src and unit tests (#1900)
  
  * Python: Add Durable Agent Wrapper code (#1913)
  
  * add initial changes
  
  * Move code and add single sample
  
  * Update logger
  
  * Remove unused code
  
  * address PR comments
  
  * cleanup code and address comments
  
  ---------
  
  Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
  
  * Azure Functions .NET samples (#1939)
  
  * Python: Add Unit tests for Azurefunctions package (#1976)
  
  * Add Unit tests for Azurefunctions
  
  * remove duplicate import
  
  * .NET: [Feature Branch] Migrate state schema updates and support for agents as MCP tools (#1979)
  
  * Python: Add more samples for Azure Functions (#1980)
  
  * Move all samples
  
  * fix comments
  
  * remove dead lines
  
  * Make samples simpler
  
  * .NET: [Feature Branch] Durable Task extension integration tests (#2017)
  
  * .NET: [Feature Branch] Update OpenAI config for integration tests (#2063)
  
  * Python: Add Integration tests for AzureFunctions  (#2020)
  
  * Add Integration tests
  
  * Remove DTS extension
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Add pyi file for type safety
  
  * Add samples in readme
  
  * Updated all readme instructions
  
  * Address comments
  
  * Update readmes
  
  * Fix requirements
  
  * Address comments
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * .NET: [Feature Branch] Update dotnet-build-and-test.yml to support integration tests (#2070)
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Fix DTS startup issue and improve logging (#2103)
  
  * .NET: [Feature Branch] Introduce Azure OpenAI config for .NET pipeline (#2106)
  
  Also fixes an issue where we were trying to start docker containers for integration tests on Windows, which doesn't work.
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Fix uv.lock after merge
  
  * Python: Add README for Azure Functions samples setup (#2100)
  
  * Add README for Azure Functions samples setup
  
  Added setup instructions for Azure Functions samples, including environment setup, virtual environment creation, and running samples.
  
  * Update python/samples/getting_started/azure_functions/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestion from @Copilot
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Apply suggestions from code review
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Laveesh Rohra <larohra@microsoft.com>
  
  * Fix or remove broken markdown file links (#2115)
  
  * .NET: [Feature Branch] Update HTTP API to be consistent across languages (#2118)
  
  * Python: Fix AzureFunctions Integration Tests (#2116)
  
  * Add Identity Auth to samples
  
  * Update python/samples/getting_started/azure_functions/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/azure_functions/01_single_agent/function_app.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/azure_functions/02_multi_agent/function_app.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/samples/getting_started/azure_functions/06_multi_agent_orchestration_conditionals/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Python: Fix Http Schema (#2112)
  
  * Rename to threadid
  
  * Respond in plain text
  
  * Make snake-case
  
  * Add http prefix
  
  * rename to wait-for-response
  
  * Add query param check
  
  * address comments
  
  * .NET: Remove IsPackable=false in preparation for nuget release (#2142)
  
  * Python: Move `azurefunctions` to `azure` for import (#2141)
  
  * Move import to Azure
  
  * fix mypy
  
  * Update python/packages/azurefunctions/README.md
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Add missing types
  
  * Address comments
  
  ---------
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/azurefunctions/pyproject.toml
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Update python/packages/azurefunctions/agent_framework_azurefunctions/__init__.py
  
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  
  * Fix imports
  
  * Address PR feedback from westey-m (#2150)
  
  - Adds a link from the /dotnet/samples/README.md to /dotnet/samples/AzureFunctions
  - Make DurableAgentThread deserialization internal for future-proofing
  - Update JSON serialization logic to address recently discovered issues with source generator serialization
  
  * Address comments (#2160)
  
  ---------
  
  Co-authored-by: Laveesh Rohra <larohra@microsoft.com>
  Co-authored-by: Chris Gillum <cgillum@microsoft.com>
  Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
  Co-authored-by: Anirudh Garg <anirudhg@microsoft.com>

  Dmytro Struk · 2025-11-13 02:00:53 +00:00
  67a8147151