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Vibe Coding and Critical Thinking Skills

Feb 24, 2026
A lively look at using vibe coding with large language models to generate app ideas from natural language. Short steps cover ideation without computers, prompt-writing structure, and building first drafts in tools like Google AI Studio. The conversation moves through iteration, debugging by exposing code, publishing student apps, and reflecting on process-focused assessment.
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INSIGHT

Critical Thinking Is Core Future-Proof Skill

  • Critical thinking remains a top skill cluster employers will seek as AI changes job tasks.
  • Paul Beckerman ties critical thinking directly to computational thinking: decomposition, pattern recognition, abstraction, and algorithmic thinking.
INSIGHT

Vibe Coding Lets Noncoders Build With Prompts

  • Vibe coding lets non-programmers build apps by describing them to LLMs instead of writing code.
  • Paul defines Vibecoding as using AI chatbots to write code from natural language prompts and iterate until it fits.
ADVICE

Begin Vibe Coding With Paper Ideation

  • Start vibe-coding lessons with ideation before any computer work.
  • Have students pick curriculum-linked problems (science sims, story tutors) and break them into parts they want an app to solve.
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