CS majors pivot to AI auditing

The "golden ticket" era of CS degrees has officially ended, replaced by an era of AI-augmented systems engineering.

• –Universities are moving away from manual syntax mastery toward code auditing and problem decomposition.
• –Entry-level automation has gutted traditional junior roles, forcing a shift to specialized "AI + X" degrees.
• –Nearly 30% of current CS students report high career pessimism as hiring moves from degree-first to skills-first.
• –Modern programs now treat LLMs as mandatory collaborators rather than cheating tools.