Vibe Coding Quiz: How Ready Are You for the New Software Economy?

Based on 2025 labor market trends, which segment of software developer demand is most under pressure?

Junior developers doing routine implementation tasks — which AI tools can now perform at lower cost Senior architects designing large-scale distributed systems Security engineers performing vulnerability assessments AI/ML engineers building and deploying models

Why is AI-generated code sometimes flagged as potentially reproducing open-source licensed code without attribution?

AI coding models train on public code repositories and may reproduce that code verbatim, potentially including GPL-licensed code that requires attribution Open-source code has no license requirements — it is always free to use AI models intentionally insert licensed code to test developer awareness Only AI models from specific providers reproduce open-source code

Who coined the term 'vibe coding' and what does it describe?

Sam Altman coined it to describe OpenAI's internal development methodology It emerged from Reddit and has no single author — it describes using AI to debug code Linus Torvalds coined it to describe open-source collaborative development Andrej Karpathy coined it to describe building software by describing what you want in natural language, with AI writing the code

What historical barrier to custom software development is most directly reduced by vibe coding?

The time required to get regulatory approval for software products The difficulty of getting users to adopt new software The cost and time required to build a functional application — reduced from months and $50K+ to days and minimal cost The cost of cloud hosting and infrastructure

Under current US Copyright Office guidelines, what is the copyright status of code generated entirely by an AI tool with no meaningful human creative contribution?

It is likely not copyrightable by the human user — purely AI-generated content without substantial human creative input lacks copyright protection It is in the public domain and can be freely used by anyone It is automatically copyrighted by the AI tool provider It receives standard copyright protection as a work made for hire