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docs(audit): add comprehensive bug audit report for 2024-12-12

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This commit introduces a detailed bug audit report summarizing findings and fixes for identified issues. Key highlights include:

- **P1 High Priority Bugs**: Resolved critical issues such as exception handling that incorrectly converts 400 errors to 500, and unbounded concurrent inference leading to potential OOM risks.
- **P2 Medium Priority Bugs**: Addressed resource leaks in convenience functions and configuration drift in results directory paths.
- **P3 Low Priority Bugs**: Noted loose dependency pinning that could lead to non-reproducible builds.

The report also includes a validation section for false claims and a summary of the fix status for each bug. This documentation aims to enhance the reliability and maintainability of the codebase.

BUGS-AUDIT-2024-12-12.md → docs/bugs/BUGS-AUDIT-2024-12-12.md RENAMED
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