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Front-end AI application demand is currently lagging behind massive infrastructure capital expenditure, creating a supply-side overbuild risk.

Impact: Investors and operators should pivot toward B2B efficiency models and delay heavy infrastructure commitments until unit economics stabilize.

— from AI Hardware Litigation, Antitrust Shifts, and Leadership Succession · Pivot· Jul 14, 2026