06 / ENGINEERING NOTES
Long-form notes on AI, engineering systems, and organizational evolution.
AI will not erase expertise, but it will weaken fixed role boundaries. The basic delivery unit can shift from functional queues to small project cells with the capability to validate and own market outcomes.
AI-native transformation is not a tool rollout. It is a redesign of goals, workflows, human-agent responsibilities, organizational context, evaluation, and governance.
