The Neocloud Boom: State of AI Compute 2026 | Stephen Balaban

The AI boom relies on a complex, vertically integrated physical infrastructure that transcends simple commoditization. Stephen Balaban, co-founder and CTO of Lambda, explains that building gigawatt-scale AI factories requires deep expertise in land entitlement, power procurement, and high-performance software orchestration. Despite market concerns about overbuilding, scaling laws continue to drive insatiable demand for compute, with the primary industry bottleneck shifting to the availability of powered, entitled land. Lambda’s strategy involves full vertical integration to maximize capital utilization, moving beyond traditional cloud models. Looking ahead, Balaban posits that software development will evolve into "neural software," where large language models function as the operating system itself rather than mere code generators. This transition marks a shift toward self-assembling systems that adapt dynamically to user feedback, fundamentally changing how compute resources are deployed and consumed.