Thinking Like A Computer: The Missing Skill For Non-Experts Using AI

LLM-powered programming tools require users to think computationally even without coding expertise. People struggle with writing effective prompts, breaking problems into smaller steps, and interpreting AI-generated solutions. Non-programmers often use ambiguous language or fail to decompose problems properly, making their AI interactions ineffective. This highlights the need for AI tools that help users develop computational thinking skills while supporting clearer intent specification.