The Hidden Tax of Day 2 AI: Why Infrastructure Must Evolve Beyond Proof-of-Concept — illustration
AI & Agents

The Hidden Tax of Day 2 AI: Why Infrastructure Must Evolve Beyond Proof-of-Concept

As organizations move from experimental AI deployments to sustained, multi-agent workflows, early-stage architectures often fail under the weight of operational costs. This article examines the shift toward unified ‘AI factory’ infrastructure and what it means for business leaders managing tokenomics and scalability.