Notes from
the Build

Build the Environments, Not the Workforce

Mohinish Shaikh · Pragadeesh VS

A market-entry assessment of six high-value AI data categories. The commodity labeling tier is being automated toward zero; the layer above it, reinforcement-learning environments with working verifiers, is the only category where the deliverable is software, the buyer pays per artifact rather than per hour, and a two-person engineering team can compete on craft instead of headcount. With price anchors, incumbent mapping, jurisdictional constraints, and a twelve-month entry plan.