Experience working with APIs, reading docs, making requests, handling authentication, debugging responses, and building integrations. Hands-on experience with automation tools like N8N, Zapier, Make, or similar platforms. Actively experimenting with AI models and tools. Checking AI news and communities daily. Instinct to automate manual, repetitive tasks. Comfortable learning quickly, resourceful, scrappy, and able to figure things out fast. Builder's mindset, preferring doing to talking and iterating fast. Ability to think in systems. Thriving in ambiguity and fast-paced environments. Clear communication and ability to explain technical concepts to non-technical teammates.