AI Engineering Shifts: Bottlenecks, Token Economics, and Internal Tooling
AI tooling is compressing development cycles, shifting bottlenecks from coding to product discovery and architectural review. Enterprises must evaluate token spend against opportunity cost, deploy rapid prototyping for internal systems, and transition engineering roles toward high-level design and agent orchestration.