Building Applications vs. Building Systems: The Real Role of AI
Lauren McGregor2026-05-22T11:00:42-04:00Neel Shah, VP of Software Development
May 22, 2026
There is a growing belief that because people are now using Claude, Copilot, Cursor, Codex, and other AI coding tools to build applications, the future must be that AI will also write complete software systems.
I understand why people think that. The progress is real. Modern AI coding tools are no longer just autocomplete engines. Claude Code can work inside a developer’s environment, understand a codebase, make edits, run commands, and assist with software development workflows. GitHub Copilot’s coding agent can research a repository, create an implementation plan, make code changes on a branch, and prepare work for developer review. OpenAI’s Codex is also positioned as a coding agent that can help with software development tasks. (more…)