It's a good book, and one most programmers should read early on (it grows less useful over time), but to think of this as only an incremental improvement over markov chains is underselling the advance. The technology is different, and can scale to much higher levels of capability. AGI levels? Almost certainly not. But it's passing usefulness thresholds so things can progress elsewhere.