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A series of changes to the `python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py` file have been made to better support smaller models. This includes changes to the prompts, state descriptions, and ordering of messages. Regression tasks with OpenAI models shows no change in GAIA scores, while scores for Llama are significantly improved.