Towards Data Science is a community-powered publication that showcases work in data science, machine learning and artificial intelligence. Every day newcomers, seasoned researchers and industry practitioners publish tutorials, research notes and real-world case studies that help the field move forward.

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Vibe engineering — building software by directing AI agents rather than writing code manually — is explored through the lens of what still requires human input. Planning, architecture, and system thinking remain essential; AI handles implementation. Claude Code has emerged as the dominant AI coding tool, surpassing Cursor and Codex in community mindshare. Key risks include hallucinated outputs (fabricated API endpoints, accidental data deletion), model drift outside user control, and potential skill atrophy from reduced hands-on coding. The author argues engineering is shifting up a layer of abstraction toward system judgment rather than disappearing entirely.

The Basics of Vibe Engineering