Will AI remove jobs or create new ones? My working view

Jobs lost and jobs created - timelines decide the pain Automation compresses some tasks immediately; new categories emerge later around tooling, interfaces, and distribution. The humane response is bridging programs that pay for learning while work shifts. Practical bridge Short, paid micro‑apprenticeships with clear outcomes beat vague retraining. Track time saved, error rates, and wage recovery; fund what works. Where creation usually appears New tooling, new interfaces, and new distribution create roles around orchestration, quality control, and customer onboarding. Invest in the connective tissue that translates capability into outcomes.