Update AG2 Reference

[yiranwu0]

🔍 Review Summary

Purpose:

• Update documentation and examples to reflect the rebranding of 'AutoGen' to 'AG2'.

Changes:

• Documentation: Updated 'AutoGen' references to 'AG2' in README.md, docs/v1/integrations/autogen.mdx, CONTRIBUTING.md, and examples/autogen_examples/AgentChat.ipynb.

Impact:

• Ensures users are informed of the new framework name 'AG2', enhancing documentation coherence.

Original Description

📥 Pull Request

📘 Description
Briefly describe the changes you've made.

Package pyautogen is now associated with the repo renamed to AG2. This PR reflects the changes in AgentOps.

🧪 Testing
Describe the tests you performed to validate your changes.

[entelligence-ai-pr-reviews]

Walkthrough

The pull request focuses on rebranding the 'AutoGen' framework to 'AG2' across various documentation and example files. This includes updating titles, descriptions, and links to ensure consistency and clarity. The changes enhance coherence in the documentation and examples, aligning them with the new naming convention.

Changes

File(s)	Summary
README.md	Updated references from 'AutoGen' to 'AG2' in framework integrations and observability examples.
docs/v1/integrations/autogen.mdx	Changed title, description, and links from 'Autogen' to 'AG2'.
examples/README.md	Modified integration example path from 'Autogen' to 'AG2'.
CONTRIBUTING.md	Replaced 'AutoGen' with 'AG2' in SDK integrations description.
examples/autogen_examples/AgentChat.ipynb	Adjusted content to reflect renaming from 'AutoGen' to 'AG2'.

🔗 Related PRs

• [Docs] OpenAI Integration docs for the website #549: The pull request adds a documentation page for OpenAI with example codes, closes issues [Docs]: OpenAI documentation #470 and [Bug]: Type mismatch in OpenAI example notebook #548, and includes minor updates to other docs, with plans for further enhancements.
• [FEAT] Integrate xAI #563: This pull request adds two example notebooks for the Grok and Grok Vision models and updates the documentation for user integration, closing issue [Feature]: Integrate Grok (xAI) #452.
• [Docs] Update and clean existing docs for better readability #558: The update improves the integrations documentation for better readability and structure, adding new pages for various AI providers and cleaning up existing examples.
• GitHub Action - Update examples in docs from notebooks #552: Changes in example or documentation files prompted an update to the corresponding markdown files to include content from related notebooks.

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[the-praxs]

Left some comments, please revert.

[the-praxs]

Logo is very small and unclear.

[the-praxs]

AG2 instead of ag2