Automated Job Application System Using LLM

Built a system that hunts, scores, and applies to jobs for me — generating up to 10 recruiter calls and 2 interviews per day at peak. This post breaks down the real lesson: how to build a deterministic control layer around a stochastic LLM so it behaves consistently at scale.