* context to kwargs

* add tag

* add test

* text to kwargs

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* fix test_human_input

* shorten tests

* terminate chat early

* limit max turns

* limit max_rounds

* check skip_openai

* add message field

* send

* message func doc str

* test dict message

* retiring soon

* generate_init_message docstr

* remove todo

* update notebook

* CompressibleAgent

* update notebook

* add test

* retrieve agent

* update test

* summary_method args

* summary

* carryover

* dict message

* update nested doc

* generate_init_message

* fix typo

* update docs for mathchat

* Fix missing message

* Add docstrings

* model

* notebook

* default naming

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: kevin666aa <yrwu000627@gmail.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Li Jiang <lijiang1@microsoft.com>

Tests that contain `if __name__ == "__main__":` now have a shebang line
and execute permission.

* add util

* add notebook

* SoM notebook

* doc

* update notebook

* SoM

* optiguide

* rename

* add implementation

* update notebook

* update notebook

* update notebook

* summary method

* initiate_chats enhancements

* callable summary_method

* summary method

* summary method default

* docstr

* add timeout to slient pip install test

* consolidate_chat_info

* a_initiate_chat

* AssertionError tests

* AssertionError test

* update tests

* update test

* remove redudant file

* kwargs

* update notebook

* update notebook

* nested

* update SoM

* update notebook

* max_turns

* add notebook

* updatenotebook

* add notebooks

* update notebook and test

* add links to the example page

* annotations

* documentation

* default values

* Expanded details about the purpose of each cell

* update default value

* default value for reply_func_from_nested_chats

* default reply func name

* update notebook

* update optiGuide

* upload fig

* optiGuide notebook

* doc

* update notebook

* update notebook

* notebook format

* update optiguide notebook

* raise value error

* update notebook

* Improve language

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: signalprime <15487280+signalprime@users.noreply.github.com>
Co-authored-by: gagb <gagb@users.noreply.github.com>

* max_turns

* add notebook

* simplify code

* groupchat _prepare_chat

* doc

* add doc

* Update autogen/agentchat/conversable_agent.py

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* add initiate_chats

* update notebook

* different user

* add notebook

* add link to website

* update notebook title

* remove redundancy

* notebook

* return list

* tag

* update notebook

* update notebook

* return finished tasks

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* initiate_chats enhancements

* callable summary_method

* summary method

* summary method default

* docstr

* add timeout to slient pip install test

* consolidate_chat_info

* a_initiate_chat

* AssertionError test

* update tests

---------

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

* avoid access private variable

* test chat messages for summary

* summary exception

* badrequest error

* test

* skip reason

* error

* add initiate_chats implementation and example

* update notebook

* improve takeaway method

* improve print

* improve print

* improve print

* improve print

* add tests

* minor changes

* format

* correct typo

* make prompt a parameter

* add takeaway method

* groupchat messages

* add SoM example

* fix typo

* fix SoM typo

* simplify chat function

* add carryover

* update notebook

* doc

* remove async for now

* remove condition on reply

* correct argument name

* add notebook in website

* format

* make get_chat_takeaway private

* rename takeaway method and add example

* removing SoM example for now

* carryover test

* add test

* takeaway_method

* update tests

* update notebook

* chats_queue

* add get_chat_takeaway

* delete

* add test

* Update autogen/agentchat/conversable_agent.py

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

* docstr

* wording etc

* add chat res

* revise title

* update agent_utils

* unify the async method

* add todo about overriding

* attribute check

* ChatResult type

* revise test

* takeaway to summary

* cache and documentation

* Use cache in summarize chat; polish tests

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>