Economy
The productivity paradox: why individual gains stall
Individual acceleration exposes the enterprise's decision debt: we produce faster, but we don't decide better.
A projection shows AI-related job cuts in 2026 could be nine times those of 2025 (roughly 502,000 jobs eliminated vs. 55,000), with declining hiring for market entrants.
This projection signals a deep shift in employment structure and in how human resources are allocated. The human infrastructure is being reorganized. Routine roles are being automated, creating pressure to move up toward more complex functions and to the oversight of AI systems. Younger, less experienced entrants are the most exposed to this movement.
Short term
Tactical adjustments, junior hiring freezes, budget redeployment.
Medium term
Redefinition of human roles (agent supervision, data stewardship, process design). Massive investment in reskilling.
Economy
Individual acceleration exposes the enterprise's decision debt: we produce faster, but we don't decide better.
Operations
ROI is no longer in the chatbot — it's in the end-to-end automation of specialized business silos.
Security
Against offensive automata, IBM proposes a machine-speed defense where humans move from action to auditability.