I usually agree with Gary Marcus because I see hybrid approaches eventually getting us to AGI. However, I think that deep learning models combined with knowled

I usually agree with Gary Marcus because I see hybrid approaches eventually getting us to AGI. However, I think that deep learning models combined with knowledge graph systems are foundational, except not in a layered architecture, rather used interactivity to build better understanding of text, etc. I have been experimenting with GPT-3 and Apple’s CoreML which both seem useful for building more complex systems.