A walkthrough of building a full-stack AI-powered job application platform called Job Pilot using an agentic development workflow. The core focus is a system of five open-source 'agent skills' (architect, remember, review, recover, imprint) and nine context files that give AI coding agents enough structure to produce consistent, maintainable code. The stack includes Next.js, Supabase/InsForge for backend, Browserbase and Stagehand for browser automation, GPT-4o for intelligence, and PostHog for analytics. The workflow emphasizes writing detailed context files upfront to prevent AI drift, using skills as reusable commands within agent sessions, and maintaining continuity across sessions via memory files.
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