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Productivity and quality are one outcome among many. When AI enters a practice, skill formation, craft, pace, accountability, and repairability all shift. The handoff analytic is what makes these dimensions visible.
Each extension has specific capacities. The compiler grounds 'does it run?' A security review grounds 'is it safe?' Map the capacities of the extensions in a practice, and you've mapped where the frontier is smooth and where it isn't. The handoff analytic reveals what happens when those capacities shift.