chore: bump base image version for release

[zong-zhe]

1. Does this PR affect any open issues?(Y/N) and add issue references (e.g. "fix #123", "re #123".):

• N
• Y

2. What is the scope of this PR (e.g. component or file name):

3. Provide a description of the PR(e.g. more details, effects, motivations or doc link):

• Affects user behaviors
• Contains syntax changes
• Contains variable changes
• Contains experimental features
• Performance regression: Consumes more CPU
• Performance regression: Consumes more Memory
• Other

4. Are there any breaking changes?(Y/N) and describe the breaking changes(e.g. more details, motivations or doc link):

• N
• Y

5. Are there test cases for these changes?(Y/N) select and add more details, references or doc links:

• Unit test
• Integration test
• Benchmark (add benchmark stats below)
• Manual test (add detailed scripts or steps below)
• Other

[Copilot]

Pull Request Overview

This PR updates the base Docker image from Debian 11 to Debian 12 for the upcoming release.

• Bumps BASE_IMAGE to debian:12-slim in the Dockerfile.

Comments suppressed due to low confidence (1)

Dockerfile:2

• Ensure CI pipelines and integration tests are updated to run against Debian 12 Slim and verify that all dependencies remain compatible.

ARG BASE_IMAGE=debian:12-slim

[coveralls]

Pull Request Test Coverage Report for Build 15131537779

Details

• 0 of 0 changed or added relevant lines in 0 files are covered.
• No unchanged relevant lines lost coverage.
• Overall coverage remained the same at 15.542%

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Totals
Change from base Build 15131102594:	0.0%
Covered Lines:	99
Relevant Lines:	637

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💛 - Coveralls