Best of Code Like A Girl — February 2026

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   Article

   Code Like A Girl·15w

   You Don’t Suck at Coding. You’re Just Meeting a Real Codebase.

   Transitioning from college to corporate software engineering means encountering large, complex codebases built under real-world constraints like deadlines, legacy systems, and business pressures. The initial confusion isn't a sign of incompetence but a natural response to code archaeology—understanding decisions made by previous developers under specific circumstances. Success comes from reading and understanding existing code rather than writing perfect new code, building familiarity incrementally, and recognizing that senior engineers also face uncertainty but approach it with calm confidence gained through accumulated experience.

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   Article

   Code Like A Girl·15w

   I analyzed 50,000 Dating Profiles to Decipher the Myths of Love in Algorithm

   A data scientist analyzes 50,000 dating app profiles to debunk common dating myths using Python and machine learning. The analysis reveals that urban users get 40% more successful relationships but double the catfish rate, picky swipers (right-swipe <25%) perform better than desperate ones, and spending more time on apps doesn't increase matches. A logistic regression model achieves 99.15% accuracy in predicting compatibility based on swipe behavior, app usage patterns, and shared interests—proving that behavioral alignment matters more than common hobbies.

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   Article

   Code Like A Girl·16w

   I Became a Developer Again Without Meaning To

   A former developer returns to coding after 15+ years to build a gender diversity tracker for Substack's Technology leaderboards. The journey involves learning modern tools (VS Code, GitHub, Chrome extensions) with AI assistance (ChatGPT, Copilot), pivoting from UI scraping to API calls, and ultimately settling on a Python/SQLite/Streamlit stack. The project highlights both the challenges of being a beginner again and the accessibility of building with AI as a co-pilot.

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