Add comprehensive code review specifications and templates

- Introduced best practices requirements specification covering code quality, performance, maintainability, error handling, and documentation standards.
- Established quality standards with overall quality metrics and mandatory checks for security, code quality, performance, and maintainability.
- Created security requirements specification aligned with OWASP Top 10 and CWE Top 25, detailing checks and patterns for common vulnerabilities.
- Developed templates for documenting best practice findings, security findings, and generating reports, including structured markdown and JSON formats.
- Updated dependencies in the project, ensuring compatibility and stability.
- Added test files and README documentation for vector indexing tests.

1.18.0

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+Collecting onnxruntime-directml
+  Using cached onnxruntime_directml-1.23.0-cp310-cp310-win_amd64.whl (25.1 MB)
+Collecting coloredlogs
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+Collecting numpy>=1.21.6
+  Using cached numpy-2.2.6-cp310-cp310-win_amd64.whl (12.9 MB)
+Collecting sympy
+  Using cached sympy-1.14.0-py3-none-any.whl (6.3 MB)
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+  Using cached pyreadline3-3.5.4-py3-none-any.whl (83 kB)
+Installing collected packages: mpmath, flatbuffers, sympy, pyreadline3, protobuf, packaging, numpy, humanfriendly, coloredlogs, onnxruntime-directml
+  Attempting uninstall: mpmath
+    Found existing installation: mpmath 1.3.0
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+    Found existing installation: sympy 1.14.0
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+    Found existing installation: pyreadline3 3.5.4
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+  Attempting uninstall: protobuf
+    Found existing installation: protobuf 6.33.2
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+    Found existing installation: packaging 25.0
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+  Attempting uninstall: numpy
+    Found existing installation: numpy 2.2.6
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+    Found existing installation: humanfriendly 10.0
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+  Attempting uninstall: coloredlogs
+    Found existing installation: coloredlogs 15.0.1
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+  Attempting uninstall: onnxruntime-directml
+    Found existing installation: onnxruntime-directml 1.23.0
+    Uninstalling onnxruntime-directml-1.23.0:
+      Successfully uninstalled onnxruntime-directml-1.23.0
+Successfully installed coloredlogs-15.0.1 flatbuffers-25.12.19 humanfriendly-10.0 mpmath-1.3.0 numpy-2.2.6 onnxruntime-directml-1.23.0 packaging-25.0 protobuf-6.33.2 pyreadline3-3.5.4 sympy-1.14.0