I Built a Five-Layer AI Assistant Into My Portfolio Site. Here's Every Layer.

Tool calls, visitor memory, real-time analytics, an LLM eval harness, and full-duplex voice — wired into a Next.js portfolio over six sessions. The decisions, the wrong turns, and the bugs that took longer to find than to fix.