Engineers define the what and why. System design, specifications, and constraints stay with humans. AI handles the how.
Claude, Gemini, and coding agents write the code, tests, and infrastructure. Faster iteration, fewer typos, more consistency.
Terraform, Docker, Cloudflare. Everything version-controlled, reproducible, and deployed by machines from human-authored specs.
The role of the software engineer is evolving. Writing every line by hand is giving way to a new workflow: humans define the architecture, constraints, and intent — then AI agents generate the implementation.
This isn’t about replacing developers. It’s about amplifying them. An engineer who once spent hours on boilerplate now spends minutes reviewing AI-generated code against their specification. The skill shifts from typing to thinking — from syntax to systems design.
Every project on this site was built this way. The plans, architecture decisions, and quality gates are human. The code, configuration, and infrastructure were largely written by AI — guided by clear specifications and reviewed by experienced eyes.