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Career-ops is an open-source CLI tool that automates job hunting by scanning job sites, customizing resumes for target roles, and tracking applications locally for privacy.
The article describes how AI tools in job applications and applicant tracking systems are creating a cycle where both job seekers and employers rely on AI, leading to inefficiencies, gaming of systems, and a breakdown of trust in the hiring process.
This paper presents Grounded Optimization, a five-layer framework to reduce LLM hallucination in automated personal document rewriting. Experiments show significant reduction in hallucination rates across various models and temperatures.