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Fix usage metadata write and empty response #3687

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Apply review fixes: English logs, global imports, model_copy usage

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Fix usage metadata write and empty response #3687

Apply review fixes: English logs, global imports, model_copy usage
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Google CLA / cla/google succeeded Nov 25, 2025 in 1s

✅ All contributors are covered under a CLA with Google

See https://cla.developers.google.com/ for more info about Google's Contributor License Agreement (CLA).

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The following contributors were found for this pull request:

✅ 23d3d3e Author: @marttinslucas <72349802+marttinslucas​@users.noreply.github.com>, <luca*******ins​@gmail.com>
✅ 0b63466 Co-Author: @gemini-code-assist[bot] <176961590+gemini-code-assist[bot]​@users.noreply.github.com>

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