The Bottleneck in AI-Assisted Development Is No Longer Code Generation

Short summary

A Quality Manager contributed to CORE, a constitutional governance runtime for autonomous AI, without writing code—only through precise specifications. The real bottleneck in AI-assisted development is not code generation but governance: defining correctness and enforcing rules the AI cannot modify. Developers' value shifts from typing code to writing precise specifications and governance frameworks enabling trustworthy AI implementation.

• •Governance specification, not code generation, is the bottleneck in AI-assisted development
• •Separate the governor (who defines rules) from the execution arm (which implements)—execution cannot modify rules
• •Developers' value shifts from writing code to writing precise specifications and evaluation frameworks

Generated with AI, which can make mistakes.