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Job Finder

side project ● live

An eval-driven LLM pipeline that reads job boards for me and only surfaces the ones worth my time.

Full stack developer False-positive rate tuned from 30% down to about 10% 2026

Job Finder searches ATS job boards for target roles, scrapes each posting, runs multi-stage keyword and LLM evaluation, and puts qualified roles in a Notion review queue.

The first version surfaced too many poor matches. I built a fixture set of more than 100 examples and used it to improve the evaluation pipeline. That lowered false positives from about 30% to 10%.


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