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Developer builds AI pipeline to filter thousands of job ads for his remote career switch

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A developer in his forties, transitioning from non-tech roles into software development, built a custom automation system for his job search. His software aggregates hundreds of listings weekly from over sixteen sources, including major job boards via APIs and web scraping. The pipeline uses hard rules and an AI language model to filter ads against his specific criteria, such as remote work and suitable experience levels, before he manually reviews the final shortlist. He built this system because, as a career changer without the formal job title, he found traditional job boards particularly inefficient for his needs. The project itself serves as his portfolio, demonstrating his ability to create and maintain a complex, production-ready software system.

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