Commit Graph
123 Commits
Author SHA1 Message Date
Tao ChenandGitHub 739edc7307 [BREAKING] Python: Add factory pattern to GroupChat and Magentic (#3224)
* group chat

* magentic

* Fix tests

* AI comments

* Unifiy error message and add warning

* misc

* Add overload

* Collapse orchestrator params
2026-01-28 17:00:20 +00:00
Eduard van ValkenburgandGitHub a7d924a7d2 Python: [BREAKING] changed AIFunction to FunctionTool and @ai_function to @tool (#3413)
* changed AIFunction to FunctionTool and @ai_function to @tool

* test and mypy fixes

* mypy fix

* switch function tool to always_require

* fix noop

* fix github copilot imports

* test fixes

* fix ollama test

* fixes for tests

* fix tests

* reverted change to always_require and extended timeout

* fix test
2026-01-28 14:53:53 +00:00
Giles OdigweandGitHub e8b32ca337 Python: Prefer runtime kwargs for conversation_id in OpenAI Responses client (#3312)
* prefer kwargs conversation_id over options

* addressed comments
2026-01-23 06:05:00 +00:00
Giles OdigweandGitHub e229dfa7e5 Python: Added tests for OpenAI content types + Unit test improvement (#3259)
* added tests for content types+ unit test improvement

* small fixes

* small fix
2026-01-23 06:04:36 +00:00
CopilotGitHubTaoChenOSUcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>Tao Chen
87c9d74bd7 Python: Fix: Verify types during checkpoint deserialization to prevent marker spoofing (#3243)
* Initial plan

* Add validation for reserved keywords in checkpoint encoding/decoding

Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>

* Refactor to eliminate duplicate code in model protocol detection

Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>

* Fix pyright type narrowing issue for dataclass check

Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>

* Add comprehensive unit tests for checkpoint encoding

Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>

* Remove serialization-time reserved keyword validation to fix failing tests

The serialization-time validation was too aggressive and blocked legitimate use cases
where encoded data was being re-encoded. Security is now enforced only at deserialization
time by validating that classes marked with DATACLASS_MARKER are actual dataclasses and
classes marked with MODEL_MARKER actually support the model protocol.

Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>

* Apply ruff formatting to checkpoint encoding file

Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>

* Changes before error encountered

Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>

* Revert "Changes before error encountered"

This reverts commit f515b880dc.

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: TaoChenOSU <12570346+TaoChenOSU@users.noreply.github.com>
Co-authored-by: Tao Chen <taochen@microsoft.com>
2026-01-22 19:07:39 +00:00
Evan MattsonandGitHub 6b5437e4ec Python: fix(core): handle anyio cancel scope errors during MCP connection cleanup (#3277)
* fix(core): handle anyio cancel scope errors during MCP connection cleanup

* Address Copilot feedback
2026-01-21 01:49:07 +00:00
Eduard van ValkenburgandGitHub 83e6229c11 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
2026-01-20 22:09:39 +00:00
f8c84d4ee6 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>
2026-01-20 14:04:31 +00:00
Dmytro StrukandGitHub 83e8965c8e Python: [BREAKING] Make response_format validation errors visible to users (#3274)
* Make response_format validation errors visible to users

* Small fix

* Addressed comments
2026-01-19 17:20:46 +00:00
3243652df6 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>
2026-01-19 12:54:06 +00:00
Dmytro StrukandGitHub f87e55ba33 Python: Fixed use_agent_middleware calling private _normalize_messages (#3264)
* Fix use_agent_middleware calling private _normalize_messages

* Fixed A2A and Copilot Studio agent
2026-01-19 12:50:14 +00:00
Dmytro StrukandGitHub 9bfa1a913c Python: Fixed Azure chat client for asynchronous filtering (#3260)
* Fixed Azure chat client for asynchronous filtering

* Updated test
2026-01-19 12:49:23 +00:00
Dmytro StrukandGitHub b773830e4b Create/Get Agent API - fixes and example improvements (#3246) 2026-01-16 04:36:34 +00:00
Dmytro StrukandGitHub b5ca0c8eda Python: Create/Get Agent API for OpenAI Assistants (#3208)
* Added provider implementation

* Added example with response format

* Small improvements
2026-01-15 22:52:32 +00:00
Dmytro StrukandGitHub 6e9420f614 Updated DurableAIAgent and fixed integration tests (#3241) 2026-01-15 21:43:26 +00:00
Evan MattsonandGitHub ffe2e787ba Python: fix(core): correct FunctionResultContent ordering in WorkflowAgent.merge_updates (#3168)
* fix(core): simplify FunctionResultContent ordering in WorkflowAgent.merge_updates

* improve comment

* Fix name
2026-01-15 01:54:44 +00:00
Tao ChenandGitHub 6c956ec596 Python: Add more specific exceptions to Workflow (#3188)
* Add more specifc workflow exceptions

* Fix tests

* AI comments

* Misc
2026-01-14 20:10:52 +00:00
Eduard van ValkenburgandGitHub d8cf8361bd renamed all (#3207) 2026-01-14 05:54:07 +00:00
Tao ChenandGitHub 0b152418b6 [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
2026-01-13 18:40:26 +00:00
Eduard van ValkenburgandGitHub 3e97425245 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
2026-01-13 16:41:05 +00:00
Evan MattsonandGitHub 9c094573e8 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
2026-01-13 07:11:21 +00:00
Eduard van ValkenburgandGitHub b2893fbc00 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
2026-01-13 04:09:33 +00:00
Eduard van ValkenburgandGitHub 203fb7b1c4 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
2026-01-13 02:24:07 +00:00
CopilotGitHubeavanvalkenburgcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>eavanvalkenburg
e63c148fc7 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>
2026-01-12 17:26:53 +00:00
Evan MattsonandGitHub d28ad2d7df Track agent name with updates for workflow agent (#3146) 2026-01-09 08:23:32 +00:00
CopilotGitHubeavanvalkenburgcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>eavanvalkenburg
3f7ea350dc 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>
2026-01-08 19:46:32 +00:00
Evan MattsonandGitHub e9d97ce6b7 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
2026-01-07 23:11:28 +00:00
claude89757andGitHub db283cd396 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.
2026-01-07 00:47:26 +00:00
Evan MattsonandGitHub 24c822590f fix: tool_choice parameter not being honored when passed to agent.run() (#3095) 2026-01-06 22:51:20 +00:00
Evan MattsonandGitHub 844d345106 Python: Fix ExecutorInvokedEvent and ExecutorCompletedEvent observability data (#3090)
* Fix ExecutorInvokedEvent.data mutation bug

* Fix bug related to not yielding output type
2026-01-06 09:12:26 +00:00
Eduard van ValkenburgandGitHub deea844bc7 fix and extra int test (#3037) 2026-01-05 04:35:10 +00:00
Hao LuoandGitHub defe0f1a89 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
2025-12-19 17:50:15 +00:00
Evan MattsonandGitHub e15eab7da6 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
2025-12-19 01:31:57 +00:00
Evan MattsonandGitHub b0a7a1fcb8 Python: Fix WorkflowAgent event handling and kwargs forwarding (#2946)
* Fix kwargs propagation through workflow.as_agent()

* Fix WorkflowAgent to respect AgentExecutor output_response setting
2025-12-18 19:35:07 +00:00
Eduard van ValkenburgandGitHub e5c11d38d6 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
2025-12-18 12:02:23 +00:00
Evan MattsonandGitHub 360839782c Pass kwargs into subworkflows (#2923) 2025-12-18 04:34:33 +00:00
Ege Ozan ÖzyedekandGitHub ee53fe4666 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
2025-12-17 16:11:39 +00:00
Evan MattsonandGitHub 06cdcb93f0 Fix Pydantic error when using Literal type for tool params (#2893) 2025-12-17 00:27:01 +00:00
Evan MattsonandGitHub 6adcac2e97 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
2025-12-17 00:04:00 +00:00
Tao ChenandGitHub 8fca71e5ad [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
2025-12-16 23:38:33 +00:00
Evan MattsonandGitHub 958a488f96 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
2025-12-16 09:52:59 +00:00
Evan MattsonandGitHub 11d6dcfe80 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
2025-12-16 09:52:52 +00:00
Eduard van ValkenburgandGitHub 3139347526 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
2025-12-16 06:56:30 +00:00
Evan MattsonandGitHub a7298757f5 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
2025-12-16 01:14:26 +00:00
Tao ChenandGitHub e0ff153ee9 Python: Remove warnings from workflow builder on not using factories (#2808)
* Revert concurrent

* Fix comments
2025-12-12 07:56:16 +00:00
Evan MattsonandGitHub 0fc7933a92 Fix WorkflowAgent to include thread convo history. Enable checkpointing. (#2774) 2025-12-12 04:04:31 +00:00
Dmytro StrukandGitHub d7434d59ce 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
2025-12-12 01:53:04 +00:00
Eduard van ValkenburgandGitHub c376868ec9 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
2025-12-11 17:24:08 +00:00
Evan MattsonandGitHub 3481914981 Capture file IDs from code interpreter in streaming responses (#2741) 2025-12-11 07:30:19 +00:00
Tao ChenandGitHub 191779ce80 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
2025-12-11 01:23:28 +00:00