“I don’t know how things ‘usually’ break,” Kaylee told me over a cafeteria oat milk latte. “So I just look at how they could break. Sometimes senior engineers have seen so many disasters that they’ve stopped imagining new ones.”
That outsider’s clarity led to her signature project: . She proposed a rotating “shadow audit” where new graduates spend two weeks embedded in each major product team, not to code, but to ask questions. Leadership was skeptical — until Kaylee’s own audit uncovered a cascading permission error in the customer data pipeline that three senior security reviews had missed. The Kaylee Effect Six months in, Kaylee isn’t just an engineer anymore. She’s a quiet movement. ncg kaylee
“I used to think my job was to teach new hires ‘the way we do things,’” Derek admits. “Kaylee taught me that my real job is to protect their ignorance — just long enough for them to see what we’ve all stopped seeing.” Of course, it hasn’t all been smooth. Kaylee admits to late-night imposter syndrome spirals, a painful lesson about git rebase versus merge, and one legendary incident where she accidentally triggered a test alert to the entire on-call roster at 3 a.m. “I don’t know how things ‘usually’ break,” Kaylee
“I cried in the supply closet,” she says with a wince. “Then I wrote a post-mortem, automated the fix, and bought donuts for the on-call team.” She proposed a rotating “shadow audit” where new
Her internal blog series, “Things I Was Too New to Know Not to Ask,” has become required reading for onboarding cohorts. She’s been informally dubbed the . And her manager, Derek, has changed his entire approach to mentorship.