Design a premium 2026‑style split‑screen authentication UI for SkillGraph, an AI‑powered platform linking university curricula with industry skills.

The left panel displays the SkillGraph logo, headline “Bridge the gap between what you learn and what industry needs,” and a minimal animated knowledge graph mapping University → Courses → Skills → Jobs → Industry, set against a dark navy/black background with violet and cyan accents to convey a futuristic, intelligent, trustworthy feel. The right panel houses a clean Sign Up / Log In card with student/university selection, name, email, password fields, Google and Microsoft login options, and a prominent Create Account / Sign In CTA, featuring smooth tab switching and micro‑interactions. The design incorporates linear, Vercel‑inspired aesthetics, premium AI analytics cues, minimal glassmorphism, excellent typography, subtle animations, and a sophisticated, production‑ready look, focusing on the first 10‑second authentication experience rather than the dashboard.