This iteration of Gemini doesn't perform in-browser actions, but they did announce they'll ship an agent later.
If anything a local LLM is more likely to have those problems because it's not as capable at detecting malicious tricks as a larger model.
Of course there will probably be a setting to auto-approve everything...