DO NOT MERGE!!! Dummy branch

[kumaranvpl]

Why are these changes needed?

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• I've included any doc changes needed for https://docs.ag2.ai/. See https://docs.ag2.ai/docs/contributor-guide/documentation to build and test documentation locally.
• I've added tests (if relevant) corresponding to the changes introduced in this PR.
• I've made sure all auto checks have passed.

[codecov]

Codecov Report

Attention: Patch coverage is 85.71429% with 1 line in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
autogen/dummy.py	85.71%	1 Missing ⚠️

❗ There is a different number of reports uploaded between BASE (5d2f165) and HEAD (54ff7a6). Click for more details.

HEAD has 64 uploads less than BASE

Flag	BASE (5d2f165)	HEAD (54ff7a6)
3.9	75	73
ubuntu-latest	143	120
3.10	95	94
interop	13	9
crawl4ai	13	9
browser-use	7	3
3.11	67	51
teachable	4	3
lmm	4	3
gemini	15	14
falkordb	2	0
autobuild	1	0
deepseek	1	0
neo4j	2	0
openai	1	0

Files with missing lines	Coverage Δ
autogen/dummy.py	85.71% <85.71%> (ø)

... and 28 files with indirect coverage changes