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Create issue: Enhance build-images workflow to utilize ARM64 runner
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name: Enhance build-images workflow to utilize ARM64 runner
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body: |
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### Feature Request
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With the recent announcement of [ARM64 hosted runners being generally available for public repositories](https://github.blog/changelog/2025-08-07-arm64-hosted-runners-for-public-repositories-are-now-generally-available/), we have the opportunity to enhance our `build-images` workflow by incorporating the ARM64 runner when it is specifically needed.
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### Proposed Solution
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- Modify the `build-images` workflow to include a conditional step for using the ARM64 runner.
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- Ensure compatibility and test the workflow with ARM64 architecture.
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- Update documentation to reflect the changes in the workflow.
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### Benefits
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- Improved compatibility for ARM-based environments.
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- Leverage the performance and cost benefits of ARM64 architecture.
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### Additional Context
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This change aligns with the latest GitHub enhancements and ensures our workflows remain modern and efficient.

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