Demonstrated, independently-built personal projects using AI technology (LLM API integration, RAG, agent frameworks, automation pipelines) demonstrated through channels such as a GitHub repo, live demo, hackathon submission, or deployed project (Devpost, Replit, Vercel). AI Frontier Scanning: Track releases from major AI/dev tools (Anthropic, OpenAI, Cursor, Replit, Vercel, Profound, Otterly), test new capabilities within days of launch, and share implications via a weekly digest and ad-hoc Slack alerts.