* Update autogen.md
* in groupchat example add an azure elif
* fixed missing azure mappings + corrected the gpt-4-turbo one
* Updated MemGPT AutoGen agent to take credentials and store them in the config (allows users to use memgpt+autogen without running memgpt configure), also patched api_base kwarg for autogen >=v0.2
* add note about 0.2 testing
* added overview to autogen integration page
* default examples to openai, sync config header between the two main examples, change speaker mode to round-robin in 2-way chat to supress warning
* sync config header on last example (not used in docs)
* refactor to make sure we use existing config when writing out extra credentials
* fixed bug in local LLM where we need to comment out api_type (for pyautogen>=0.2.0)
* patched bugs in autogen agent example, updated autogen agent creation to follow agentconfig paradigm
* more fixes
* black
* fix bug in autoreply
* black
* pass default autoreply through to the memgpt autogen conversibleagent subclass so that it doesn't leave empty messages which can trigger errors in local llm backends like lmstudio
