* Minor fix for incorrect description of teams

* Add installation instructions

---------

Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

Solving issue #4866

Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* readme start

* Enhance migration guide with organization overview and section breakdown

* update toc

* Update

* wip

* wip

* WIP

* Finished draft

* add statement

* Update migration guide for v0.4: refine language and clarify PyPI package ownership

* wip

* mv

* Update

* wip

* Add lint for markdown files; fix lint errors

* Fix indent

* Fix syntax

* Fix

* Update python/check_md_code_blocks.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* wip

* WIP

* wip

* fix links

* update

* Add 0.4 component config example

* update

* update

* update

* add conversion function

* wip

* Move

* Update

* Update

* update

* Make buttons side by side

* Update

* small edits

* wip

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>
Co-authored-by: Jack Gerrits <jack@jackgerrits.com>

* Move intervention to root

* usage

* Doc update to include model context usage

* add langchain tools

* update langchain tool wrapper api doc

* updat

* update

* format

* add langchain experimental dev dep

* type

* Fix type

* Fix some types in langchain adapter

* type ignores

* dev12

* update teams doc

* Update

* fmt

* human-in-the-loop section for agentchat tutorial

Update links in extension page

Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

migrate python code exec to autogen-ext

Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* Emphasis on_messages is for new messages only

* update

* update uv

* update uv action

* try pin uv version

* pin all uv versions to 0.5.11

* revert uv lock file and remove unwanted file.

Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* Add MagenticOne API

* Add CodeExecutorAgent to MagenticOne for enhanced task execution

* Refactor MagenticOne class to inherit from MagenticOneGroupChat and streamline initialization

* Enhance MagenticOne class documentation with detailed usage examples and initialization instructions

* Refactor MagenticOne module structure and update import paths

* Remove unused imports

* Add documentation for MagenticOne module and remove redundant initialization comments

* Enhance MagenticOne class with human-in-the-loop mode and update examples

* Update MagenticOne class documentation with safety precautions and architecture details

* Run poe format

* Add blog post reference to MagenticOne class documentation

* change default of websurfer use_ocr to false because of refusals

* Refactor MagenticOne class to use ChatCompletionClient instead of OpenAIChatCompletionClient

* Add client capability validation to MagenticOne initialization

* Poe format

* Refactor imports in MagenticOne class for clarity and organization

* Add stacklevel parameter to warning in client capability validation

* Update README to recommend using Magentic-One API for improved integration

* Add create_args property to OpenAIChatCompletionClient for better access to initialization arguments

* Enhance client capability validation in MagenticOne to ensure compatibility with OpenAI GPT-4o model

* Refactor client capability validation in MagenticOne for improved clarity

* Update magentic_one.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Remove create_args property from OpenAIChatCompletionClient and update validation logic in MagenticOne to directly access _create_args

* Refactor documentation in MagenticOne for improved readability and consistency

* Refactor client capability validation in MagenticOne to remove unnecessary model check for GPT-4o

* Add MagenticOne CLI (#4788)

* Add MagenticOne CLI script for task execution with OpenAI GPT-4o integration

* Fix argument parsing in MagenticOne CLI to require a single task input

* Add docstring to main function in MagenticOne CLI for improved usage clarity

* Fix example usage in docstring of MagenticOne CLI for correct argument order

* Refactor argument parsing in MagenticOne CLI for improved clarity and consistency

* Add type hints to run_task function in MagenticOne CLI

* Add type hint for main function in MagenticOne CLI

* Remove type ignore from main function call in MagenticOne CLI

---------

Co-authored-by: Hussein Mozannar <hmozannar@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Refine types in agentchat

* importg

* fix mypy

* More improvements for component config

* clean output

* working dir

* fix fstring

* key error

* remove mv

* Add API documentation

* Update python/packages/autogen-core/src/autogen_core/_cancellation_token.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Usability improvements to component config

* Implement model upgrade

Update agentchat quickstart to show how to handle multi-round user inputs.

* Add wip component impl

* finishing touches

* remove test file

* fix json usage

* Format

---------

Co-authored-by: Victor Dibia <victordibia@microsoft.com>

Update models.ipynb

Correct the spelling error: opne -> open

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Decouple model_context from AssistantAgent

* add UnboundedBufferedChatCompletionContext to mimic pervious model_context behaviour on AssistantAgent

* moving unbounded buffered chat to a different file

* fix model_context assertions in test_group_chat

* Refactor model context, introduce states

* fixes

* update

---------

Co-authored-by: aditya.kurniawan <aditya.kurniawan@core42.ai>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: Victor Dibia <victordibia@microsoft.com>

* Replace single quotes with double quotes

* Fix version

* formatting

* Restructure top level pages

* move studio

* update version, fix component factory bug

* add basic structure for deploy

* minor fixes, deploy v1

* minor text updated

* format fixes

* formatting fixes .. webby test samples

* update cli command, update views,

* packakge.json and other fixes

* format fixes

* Define AgentEvent, rename tool call messages to events.

* update doc

* Use AgentEvent | ChatMessage to replace AgentMessage

* Update docs

* update deprecation notice

* remove unused

* fix doc

* format

* add section on persisting state to a file on disc.

* formating fixes

* update notebook

* add oai support, improve component config typing, minor updates to docs, update ags tests

* faq updates

* update faq, add model_capabilities

* update faq

* Move existing quickstart guide to design patterns. Simplify quickstart guide.

* minor fixes

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Update custom agent doc with arithmetic agent example

* fix mypy

* fix model capabilities usage

* enable download of team specs

* add docs v1 for ags to documentation website

* update docs readme/image

* Update python/packages/autogen-core/docs/src/user-guide/autogenstudio-user-guide/usage.md

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Update python/packages/autogen-core/docs/src/user-guide/autogenstudio-user-guide/index.md

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

Co-authored-by: Ryan Sweet <rysweet@microsoft.com>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* Add discord links

* Update

* Update

---------

Co-authored-by: Ryan Sweet <rysweet@microsoft.com>

* Improve language

* Update images for examples

* reduce size

---------

Co-authored-by: Ryan Sweet <rysweet@microsoft.com>

* dev11 release

Minor doc fixes

* Update version for dev10

* fix notebook

* add models.openai namespace

* refactor tools namespace

* update lock file

* revert pyproject changes

* update docs and add cast

* update ext models doc ref

* increase underline

* add reply models namespace

* update imports

* fix test

* linting

* fix missing conflicts

* revert pydantic changes

* rename to replay

* replay

* fix reply

* Fix test

* formatting

* example

---------

Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>
Co-authored-by: Jack Gerrits <jack@jackgerrits.com>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* 1 tool call iteration default

* handoff first

* return_only_response

* add and remove tools

* print out tool calls

* pass checks

* fix issues

* add test

* add unit tests

* remove extra print

* Update python/packages/autogen-agentchat/src/autogen_agentchat/agents/_assistant_agent.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* documentation and none max_tools_calls

* Always limit # tool call to 1

* Update notebooks for the changing behavior of assistant agent.

* Merge branch 'main' into assistant_Agent_tools

* add reflect_on_tool_use parameter to format the tool call result

* wip

* wip

* fix pyright

* Add unit tests

* Merge remote-tracking branch 'origin/main' into assistant_Agent_tools

* Update with custom formatting of tool call summary

* format

* Merge branch 'main' into assistant_Agent_tools