People in non-tech jobs now build their own tools with coding agents.
Code without being a programmer
I'm a [job, e.g. teacher] with no coding experience. Build me a simple tool that [does X, e.g. turns a class list into random lab groups of 3 and exports a CSV]. Keep the interface to one page, explain each part of the code in plain comments, and tell me exactly how to share it with [who].Steps & tips
- Describe your real workflow, not a technical spec.
- Ask "what could go wrong?" before relying on it.
- Keep student or client data out of public apps.
In code-producing Claude Code sessions, every one of the ten largest occupations landed within seven points of software engineers' success rate.
Anthropic: Agentic coding and persistent returns to expertise (Jun 2026) ↗