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Autonomous AI agent applied to 552 jobs in 2 weeks while sleeping

A developer built an OpenClaw agent that applied to 552 jobs in 2 weeks overnight. Unlike mass-application bots, it reads every job description and filters intelligently.

What the Agent Does

How It Works

Runs overnight while the user sleeps. The 552 number matters because every application was a qualified match, not spray-and-pray. Posted on r/SideProject.

Results: 552 targeted applications in 2 weeks. Zero blind shots. All LLM-filtered for relevance.
The agent uses an LLM to read every single JD before applying. If a job mentions '8+ years experience' but is titled 'Junior,' it skips it. If the salary is below my threshold, it skips it. So the 552 applications are actually high-relevance matches, not blind shots.
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Frequently Asked Questions

Yes. The agent applied to 552 jobs in 2 weeks, reading every job description and filtering by experience level and salary threshold before applying.
The agent uses an LLM to read every JD. If a job mentions '8+ years experience' but is titled 'Junior,' it skips. If salary is below threshold, it skips. Only high-relevance matches get applications.
This approach is targeted, not mass. All 552 applications were high-relevance matches based on LLM analysis of each job description against the user's resume.

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