fix: bump debian version to 12-slim to fix 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 pull request bumps the base image in the makefile from debian:11-slim to debian:12-slim to address a release issue.

• Update the BASE_IMAGE variable in the makefile to use debian:12-slim.
• Ensures that the release process benefits from the newer base image.

Comments suppressed due to low confidence (1)

makefile:103

• Please verify that upgrading the base image to debian:12-slim does not break any environment dependencies or require additional adjustments in the build process. If there are documentation or test updates needed due to this change, please include them.

BASE_IMAGE ?= debian:12-slim

[coveralls]

Pull Request Test Coverage Report for Build 15130592787

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 14999762730:	0.0%
Covered Lines:	99
Relevant Lines:	637

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💛 - Coveralls

[He1pa]

lgtm