AI-Generated Code as Ultimate Abstraction

AI-generated code names the category of software whose implementation is produced by a large language model in response to natural-language specification. Introduced at scale with Claude Code and its competitors in 2024–2025, the practice collapses the traditional software development workflow — specification, design, implementation, review — into a conversational loop between human intent and machine output. The result is the most radical productivity multiplier in the history of software, and also the most radical expansion of the gap the Law of Leaky Abstractions measures. Where previous abstractions hid one layer from the layer above, AI-generated code hides every layer simultaneously, producing the conditions for leaks whose severity is proportional to the gap between the developer's understanding and the system's complexity.