Engineering Enablement • 18 implied HN points • 19 Mar 26
- AI does make writing code faster, but coding is only a small part of an engineer’s work, so those speedups only move the overall output a little.
- Speeding up code creation exposes or creates downstream bottlenecks — things like code reviews, validation, and handoffs haven’t kept up, so saved time often gets consumed later.
- Adoption and impact are limited by social friction, immature tools, skill gaps, and missing implicit context in codebases, so real gains require better workflows, documentation, and team alignment.