GoKawiilAndrew Ng's 4-skill AI development framework draws pushback from industry experts
Andrew Ng, founder of Coursera and a Stanford lecturer, analyzed over 10,000 job postings and interviewed AI experts, hiring managers and recruiters to compile a list of four core skills needed for AI development careers, including building AI applications with LLMs and agentic workflows, plus solid software engineering fundamentals. Some industry observers argue his list leans too heavily on technical building skills and overlooks other necessary competencies.