Kernel was initially built with invasive brain interface technology; approximately one year after a meeting with Elon Musk (in which they discussed both pursuing brain interfaces), Johnson was presented with a neuroscientist who suggested that 'every 15 years or so a new technology comes along that changes everything...it's probably already here, you just can't see it yet'; this prompted Johnson to pivot Kernel's entire technology from invasive to non-invasive.