How one developer used OpenClaw + Claude to land a dream job in a month

A developer who had been out of work for about a year while raising kids and pivoting careers shared a detailed success story on r/openclaw. The setup: OpenClaw running on a Mac Mini on a home network, using Claude via API. The result: a dream job offer within a month of active searching.
The setup
The user configured OpenClaw with:
- Their Claude API key
- Resume and GitHub profile info
- A narrow declarative markdown file outlining specific job criteria
OpenClaw was scheduled to search for jobs twice a week. For each run, it evaluated the top 5 postings and selected those that were both a strong fit for the candidate's skills and matched the custom criteria. It then tailored the resume for each posting and generated a boilerplate cover letter.
Results
Within a month, the system found the perfect position — submitted one day after the job was posted. The user submitted the AI-generated resume and cover letter (with minor manual adjustments), interviewed, and received an offer call from HR the next day.
This is a concrete example of using autonomous AI agents for practical, high-stakes tasks. The key differentiators were the narrow criteria file and the twice-weekly cadence — the bot wasn’t constantly scraping, but it acted fast on fresh postings.
📖 Read the full source: r/openclaw
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