Building LinkedIN Job Application Agents - Part 1

The Problem: Job Applications Are a Time Sink Job searching is broken. Candidates spend hours crafting resumes for each position, writing personalized cover letters, and manually filling out repetitive application forms. What if we could automate this entire process using AI? That’s exactly what I set out to build: HunterAgent — an AI-powered system that automatically discovers jobs, optimizes resumes, generates cover letters, and submits applications on behalf of job seekers. My Plan (Mar. 2026): Full Automation Stack The vision was ambitious: Job Discovery Agent: Scrape job sites using web automation Resume Optimization Agent: AI-powered resume customization for each job Cover Letter Agent: Generate personalized cover letters Application Submission Agent: Automate form filling and submission Email Notification Agent: Keep users informed of all activities A technical deep-dive into integrating AI agents with Streamlit UI and Supabase for job application automation - The Journey So Far