The classic "building a cutting-edge AI team" pitch meets reality. Companies want you to architect neural networks, fine-tune LLMs, implement RAG (Retrieval-Augmented Generation for the uninitiated—basically making AI less dumb by giving it access to actual data), AND build the entire frontend and backend stack. Basically they want a unicorn who can do machine learning, DevOps, full-stack development, and probably make coffee too—all for one salary. The hiring manager really said "we need ONE person" and the developer community collectively laughed. It's like asking for a Swiss Army knife but expecting it to also be a chainsaw, a laptop, and a therapist.