NBC changes for managed GPU

[calvin197]

What this PR does / why we need it:

Which issue(s) this PR fixes:

Fixes #

[github-actions]

PR Title Lint Failed ❌

Current Title: NBC changes for managed GPU

Your PR title doesn't follow the expected format. Please update your PR title to follow one of these patterns:

Conventional Commits Format:

• feat: add new feature - for new features
• fix: resolve bug in component - for bug fixes
• docs: update README - for documentation changes
• refactor: improve code structure - for refactoring
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• ✅ docs: update installation guide
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• ❌ Update docs

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The latest Buf updates on your PR. Results from workflow Buf CI / buf (pull_request).

Build	Format	Lint	Breaking	Updated (UTC)
✅ passed	✅ passed	✅ passed	✅ passed	Jan 16, 2026, 5:32 PM