A new Towards Data Science guide walks through using Claude Code from the browser, with an emphasis on applying coding agents to verify their own work.
The useful point is the workflow shift: AI coding assistants are moving beyond generating files into running checks, inspecting browser behavior, and supporting QA loops.
That matters for teams adopting agents because the real productivity gain often comes from closing the build-test-review loop, not from one-shot code output.