skull
engineer
context flows
extended cognitive boundary
plan
research · synthesis
code
generation
test
validation
deploy
automation
observe
sensemaking
when the tool is trusted, the loop becomes part of the mind
Clark & Chalmers, 1998 — applied to the development lifecycle
reliably available · trusted · automatically endorsed
development
lifecycle