How it got built
Eight weeks, one fix at a time.
Nearly every part of the kit started as a mistake or a number I didn't like.
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Week 1 · September
One chat and one résumé.
I opened Claude and started applying, a handful of jobs at a time.
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Week 1
The same job got three applications.
My list of what I'd applied to had gaps.
RuleBefore every form, check the tracker, the inbox and the page itself.
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Week 1
One chat became a team.
A worker that applies on its own, a driver that works with me when a site needs a sign-in, and check-ins that run on a timer.
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Week 2
200 custom résumés, zero interviews.
I had been rewriting my résumé for every company. None of those applications led to an interview.
RuleA small set of résumés, one for each type of job.
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Week 2
Every job gets a score first.
Would I thrive there, would I love the work, and would the hiring manager pick me. Low scores never get sent.
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Week 2
It got a memory.
A list of every posting it has ever read, so nothing is read twice. That list has passed 73,000.
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Weeks 3 to 5 · October
More applications, fewer replies.
About 640 went out in 17 days. Only 1.6% of them led to a request to talk.
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Week 5
Fit first.
I raised the bar and narrowed the search to jobs I closely matched. Of the next 370 or so, 3.5% led to a request to talk.
RuleUnder a 6 out of 10 on fit, it doesn't apply.
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Week 7 · November
Off the job boards.
Job boards were mostly noise. Now it checks the careers sites of the companies on my list for new postings, and reads my job-alert emails.
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Week 8 · November 11
I gave it away.
I posted the video and shared the setup as this free kit.
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Week 8 · November 12
Rebuilt for $20, with its own form helper.
The kit now runs on Claude's $20 plan, and the fast-fill helper cut a 30-question form from 15 steps to 5.