Recently, many new technology, circuits and systems are proposed to realize AI on silicon. Analog circuits look promising for design of the neuromorphic chips but digital implementations are still the main stream technology. Moreover, PiM with non-volatile memory is researched as the next technology for the AI realization. Especially, for the mobile AI intelligence, we need ultra-low power circuits and systems.