Before you proceeded further you should install the Chrome Canary version and enable On Device LLM capabilities.
Follow this documentation: https://docs.google.com/document/d/1VG8HIyz361zGduWgNG7R_R8Xkv0OOJ8b5C9QKeCjU0c/edit?tab=t.0

Gemini Nano on Device Demo