Improve AGS Documentation #3514

Job	Run time
mypy (./packages/autogen-core)	2m 24s
mypy (./packages/autogen-magentic-one)	1m 18s
lint	51s
mypy (./packages/agbench)	1m 6s
mypy (./packages/autogen-ext)	2m 18s
mypy (./packages/autogen-agentchat)	1m 21s
codecov (./packages/autogen-core)	1m 3s
docs (./packages/autogen-core)	1m 59s
mypy (./packages/magentic-one-cli)	1m 31s
codecov (./packages/autogen-magentic-one)	1m 47s
docs-example-check (./packages/autogen-core)	2m 55s
codecov (./packages/autogen-ext)	3m 8s
codecov (./packages/autogen-agentchat)	1m 21s
format	59s
pyright (./packages/autogen-core)	55s
test (./packages/autogen-core)	1m 23s
pyright (./packages/autogen-magentic-one)	56s
test (./packages/autogen-magentic-one)	1m 34s
pyright (./packages/agbench)	1m 7s
pyright (./packages/autogen-ext)	1m 14s
test (./packages/autogen-ext)	8m 5s
pyright (./packages/autogen-agentchat)	57s
pyright (./packages/magentic-one-cli)	1m 3s
test (./packages/autogen-agentchat)	1m 9s
check-proto-changes-python	1m 4s
markdown-code-lint	2m 4s
samples-code-check	56s
	46m 28s

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