* Re-commit of code from PR (#2167) addressing #1861, due to wrong basing

* Update website/docs/topics/non-openai-models/best-tips-for-nonopenai-models.md

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

* Removed unnecessary notebook images

* Update conversation-patterns.ipynb

Updated to include note about being applicable when auto.

* Updated to include checks that the role is not blank/None. Added tests.

* Changed try-except to use pytest

---------

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

* AutoDefense Blog

* Update Defense Agency Section

* format update

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* format fix

* rename picture, make it informative. Add a overall sentence to introduce the two experiments.

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>

* update Further reading, introduction

* update Further reading, introduction

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>

* Update website/blog/2024-03-11-AutoDefense/Defending LLMs Against Jailbreak Attacks with AutoDefense.mdx

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>

---------

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>
Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

Bumps [express](https://github.com/expressjs/express) from 4.18.2 to 4.19.2.
- [Release notes](https://github.com/expressjs/express/releases)
- [Changelog](https://github.com/expressjs/express/blob/master/History.md)
- [Commits](https://github.com/expressjs/express/compare/4.18.2...4.19.2)

---
updated-dependencies:
- dependency-name: express
  dependency-type: indirect
...

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* simplify getting-started; update news

* bug fix

* Implement user defined functions feature for local cli exec, add docs

* add tests, update docs

* fixes

* fix test

* add pandas test dep

* install test

* provide template as func

* formatting

* undo change

* address comments

* add test deps

* formatting

* test only in 1 env

* formatting

* remove test for local only

---------

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

* draft agent optimizer

* refactor

* remove

* change openai config interface

* notebook

* update blog

* add test

* clean up

* redir

* update

* update interface

* change model name

* move to contrib

* Update autogen/agentchat/contrib/agent_optimizer.py

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

---------

Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Jieyu Zhang <jieyuz2@cs.washington.edu>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

Bumps [webpack-dev-middleware](https://github.com/webpack/webpack-dev-middleware) from 5.3.3 to 5.3.4.
- [Release notes](https://github.com/webpack/webpack-dev-middleware/releases)
- [Changelog](https://github.com/webpack/webpack-dev-middleware/blob/v5.3.4/CHANGELOG.md)
- [Commits](https://github.com/webpack/webpack-dev-middleware/compare/v5.3.3...v5.3.4)

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  dependency-type: indirect
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* add chess notebook

* update

* update

* Update notebook with figure

* Add example link

* redirect

* Clean up example format

* address gagan's comments

* update references

* fix links

* Support for Mistral AI API and topic notebook.

* formatting

* formatting

* Update docs for new executors

* Update website/docs/FAQ.mdx

Co-authored-by: gagb <gagb@users.noreply.github.com>

* Update website/docs/FAQ.mdx

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* Update website/docs/installation/Installation.mdx

Co-authored-by: gagb <gagb@users.noreply.github.com>

* Update website/docs/installation/Installation.mdx

Co-authored-by: gagb <gagb@users.noreply.github.com>

---------

Co-authored-by: gagb <gagb@users.noreply.github.com>

* Fix link in non-openai model doc

* Update about-using-nonopenai-models.md

* Addition of Non-OpenAI LLM section and main doc page

* Continued writing...

* Continued writing - cloud-based proxy servers

* Folder renamed

* Further writing

* together.ai example added

* Local proxy server added, diagram added, tidy up

* Added vLLM to local proxy servers documentation

* As per @ekzhu's feedback, individual pages and tidy up

* Added reference to LM Studio and renamed file

* Fixed incorrect huggingface.co link

* Run pre-commit checks, added LM Studio redirect

---------

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

* Add tool use chapter

* fix format

* typo

* Edits to tool-use chapter

* update

---------

Co-authored-by: Jack Gerrits <jack@jackgerrits.com>

* Consolidate separate caching docs

* add pointer for moved

---------

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

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

* Link to roadmap issues.

* Ordering

* add lm studio example

* format

* newline

* Update lm-studio.ipynb

* Update lm-studio.ipynb

* update

* update

* adjust order of side bars

* doc improvement

* limit max turns

* improve tests

* improve doc

* improve docstr

Bumps [follow-redirects](https://github.com/follow-redirects/follow-redirects) from 1.15.4 to 1.15.6.
- [Release notes](https://github.com/follow-redirects/follow-redirects/releases)
- [Commits](https://github.com/follow-redirects/follow-redirects/compare/v1.15.4...v1.15.6)

---
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  dependency-type: indirect
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* allow sender in nested chat

* description

* update example list

* doc format

* meta data

* add test

* Add another batch of notebooks to the website

* update link

---------

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

Update link to AGS repo in AGS blogpost

grammar typos found and fixed

* init PR

* update

* update code check

* update

* update

* update

* update

* update

* Test the ability to have agents a,u,t,o,g,e,n speak in turn.

* update

* update

* update

* Evidence that groupchat not terminating because of the TERMINATE substring.

* Raising NoEligibleSpeakerException allows graceful exit before max turns

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* udpate to comments

* update

* Update website/blog/2024-02-29-StateFlow/index.mdx

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

* update links

* remove unnecessary changes

* Update website/blog/2024-02-29-StateFlow/index.mdx

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* Update website/blog/2024-02-29-StateFlow/index.mdx

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* remove test for custom notebook

* update

* update

---------

Co-authored-by: Joshua Kim <Joshua@spectdata.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* add RAG

* demo

* correct notebook

* Update quarto installation

* Update gitignore

* Update format

* RAG doc

---------

Co-authored-by: Li Jiang <bnujli@gmail.com>

* rename termination to chat termination

* label

* redirect

* Rename "what is next" --> "what next"

* rename termination to chat termination

* label

* redirect

* rename termination to chat termination

* label

* added new example in gallery.json

* added image to webagent example

* changed image format from .png to .jpg

---------

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

* add reasoning example

* title

* task decomposition

* update demo with custom speark function

* update

* Add metaprompt

* add notebook to topics

* remove

* remove endpoint setup and collab

* ignore words

* rename

* Update .pre-commit-config.yaml

* codespell

* Updates to formatting and content tweaks

---------

Co-authored-by: kevin666aa <yrwu000627@gmail.com>
Co-authored-by: LeoLjl <3110503618@qq.com>
Co-authored-by: Jack Gerrits <jack@jackgerrits.com>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

No longer needed

* bump version to 0.2.19 and update doc

* doc update

* Move LLM Caching docs to topics

* Update llm-caching.md

* update tutorial examples, writings, reference to register_reply.

* update

* update

* Update conversable agent image

* fix

* fix

* fix

* fix

* Update introduction.ipynb

* fix json

* word

* 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>