Improve AGS Documentation #3515

Job	Run time
format	51s
lint	1m 2s
docs (./packages/autogen-core)	1m 35s
codecov (./packages/autogen-core)	1m 13s
docs-example-check (./packages/autogen-core)	2m 52s
codecov (./packages/autogen-magentic-one)	1m 52s
mypy (./packages/autogen-core)	2m 30s
codecov (./packages/autogen-ext)	4m 29s
codecov (./packages/autogen-agentchat)	1m 15s
mypy (./packages/autogen-magentic-one)	1m 57s
pyright (./packages/autogen-core)	1m 2s
mypy (./packages/agbench)	54s
pyright (./packages/autogen-magentic-one)	1m 16s
mypy (./packages/autogen-ext)	2m 12s
pyright (./packages/agbench)	52s
samples-code-check	56s
mypy (./packages/autogen-agentchat)	1m 23s
pyright (./packages/autogen-ext)	1m 6s
mypy (./packages/magentic-one-cli)	1m 27s
pyright (./packages/autogen-agentchat)	1m 12s
pyright (./packages/magentic-one-cli)	1m 2s
test (./packages/autogen-core)	56s
test (./packages/autogen-magentic-one)	1m 26s
test (./packages/autogen-ext)	3m 59s
test (./packages/autogen-agentchat)	1m 2s
check-proto-changes-python	1m 7s
markdown-code-lint	2m 5s
	43m 33s

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