The agent's box holds only label names; numbers first appear in the score.py box The agent labels; score.py computes When a score looks wrong, fix a label, not the number What the agent writes · labels onlyeach duties linefiteach requirementmet · gapeach nice-to-havemet · keyday-to-day workdirection judgments/*.yamllabels only, no numbers What score.py does · math only1BandS · A · B · C2Place in bandwork · req · pref · dir3Capscore gaps · new domain4Reviewreview.delta Same labels, same score, reason logged AI · AI ToolsAI job search and tailored resumesjobhunt, a Claude Code and Codex skillWhile preparing to change jobs, I repeated the same chores every week. I searched job sites, read each posting to judge the fit, and reworked my resume.Oct 8, 2026