* Core API example showing multiple agents concurrently (#4427)

* Apply feedback

* Add different topics for closure agent example

* Address feedback

* Mypy fix

* Modify import path based on refactoring

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

* Flatten core base and components

* remove extra files

* dont export from deprecated locations

* format

* fmt

* Change nav depth

* Remove repetitive module names

* Increase nav depth

* Decrease base font size of docs

* Improve docs

* Undo css change

* Change base agent to use on message impl

* update doc

* Update

* Merge branch 'main' into on_msg_impl

* Change nav depth

* Remove repetitive module names

* Increase nav depth

* Replatform closure agent on base agent

* Fix mypy

* update agentcaht

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* Update version to dev7

* update other references

* Add tool to check example in docstrings

* update lock

* add task

* add ignored message

* add example check CI

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

* Termination Conditions Tutorial (#4334)

* Fix format

* Update python/packages/autogen-core/docs/src/user-guide/agentchat-user-guide/tutorial/termination.ipynb

* Update python/packages/autogen-core/docs/src/user-guide/agentchat-user-guide/tutorial/termination.ipynb

* Update python/packages/autogen-core/docs/src/user-guide/agentchat-user-guide/tutorial/termination.ipynb

* update docs

* update doc

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

* Add warnings for deprecated azure oai config changes

* Update docs and usages, simplify capabilities

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

* Make grpc an optional dependency

* add note to the runtime docs

* update version

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

* Selector Group Chat Tutorial (#4112)

* update doc

* update

* Add custom selector function

* Update doc

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

* delete files and update dependencies

* add explicit config exports

* ignore mypy error on nb

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

* Misc doc fixes

* Update _console.py

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

* Swarm Tutorial

* Include 2 swarm example, add svgs

* Include latest Swarm changes & Eric changes

* Update docs to remove UserProxyAgent

* Include latest Console changes

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

* task can be ChatMessage; add group chat state validation step, and address swarm state valiation; change handling of start and reset to RPC to capture any error.

* Update tutorial note

* Console pretty print for on_messages_stream

* Update doc

* Update docs

* fix select speaker for swarm

* Fix max-turn = 1 for swarm

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

* feat: watsonx support

* fix: addressing comments

* fix: addressing comments

* fix: addressing comments

* Delete python/packages/autogen-core/docs/src/user-guide/extensions-user-guide/watsonx-client-integration.md

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

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

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

* Max turn parameter for group chats

* Add note no usage

Removed "can", making it: which defines the messages that are passed...

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

* Various docs improvements

* Update python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/command-line-code-executors.ipynb

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

* Handoff termination and show how to use it for asking user input

* lint

* Add teams section

* wip don't merge

* Merge remote-tracking branch 'origin/main' into agentchat-team-tutorial

* update instruction about termination reset

* edit

* more guidline for script

Resolves Tutorial Chapter for Custom ChatAgent #4114 -- updated tutorial chapter on agents and custom agents
Update README example to use tool call
Added "Models" section in AgentChat tutorial.
Added place holder for Tutorial Chapter for Swarm #4113.

* AgentChat pause and resume a task
Resolves #3859

* Add

* Update usage

* Update usage

* WIP to address stateful group chat

* Refactor group chat to add reset and flags for running

* documentation

* Update version to dev4