Automating job applications with Claude created maintenance work

Claude can make tailored job applications much faster. In this firsthand case, rewriting a CV for each role dropped from about 50 minutes to about 8 minutes. The first setup used an open source Claude Code pipeline. After one profile setup, it read a job listing, scored the fit, drafted a tailored CV and cover letter, and used a second agent to review the draft before the final version was shown. The workflow worked, but keeping it running became a separate job. It broke whenever a job board changed its HTML, and the default setup was made for Danish job boards. The workflow later moved to a hosted agent called CV Surgeon, running on Animoca Minds, because it kept context between sessions and avoided re-pasting the same work history each time. The unsolved issue was proof: the tools could make bullet points sound better, but they could not prove to a recruiter that the project behind each bullet was real.