
Worked on enhancing VAT_CODE detection in the NCATComp410/comp410_spring_2025 repository by developing robust test automation and refining context-aware scoring logic. Leveraged Python and regular expressions to expand both positive and negative test coverage, ensuring more accurate VAT code recognition. Addressed a critical test syntax issue to improve validation of empty analysis results, which increased the reliability of the unit testing suite. These improvements reduced the risk of incorrect VAT code assignment in production and accelerated CI feedback cycles. The work established a solid foundation for future analytics enhancements and contributed to safer, more reliable production deployments through better test practices.
February 2025 focused on strengthening VAT_CODE detection through test-driven improvements and context-aware scoring in the NCATComp410/comp410_spring_2025 repo. Delivered robust VAT_CODE recognition tests and context scoring refinements, and fixed a critical test syntax issue to ensure reliable validation of empty results. These changes reduce the risk of incorrect VAT code assignment in production, improve CI feedback loops, and establish a solid baseline for future analytics enhancements.
February 2025 focused on strengthening VAT_CODE detection through test-driven improvements and context-aware scoring in the NCATComp410/comp410_spring_2025 repo. Delivered robust VAT_CODE recognition tests and context scoring refinements, and fixed a critical test syntax issue to ensure reliable validation of empty results. These changes reduce the risk of incorrect VAT code assignment in production, improve CI feedback loops, and establish a solid baseline for future analytics enhancements.

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