What changed
Most large employers run resumes through an AI extractor before a human ever reads them. The model decides whether you match the job description; the human reviews the model’s output. This means the structure of your resume matters more than the prose, and any field that’s ambiguous (like a self-invented job title) probably gets misread.
Remote-first hiring went from rare to default for many knowledge-work roles, then partially reverted. As of 2026, the typical posting is "hybrid 2-3 days in office" rather than fully remote — but the geographic moat is gone for the roles that stayed remote.
Pay transparency laws now apply in most US states. Salary ranges are usually disclosed on the posting; compensation negotiation is happening earlier in the process.
What didn’t change
Referrals still beat cold applications by a wide margin. The fastest path to an interview is still "someone inside the company recommends you."
Your portfolio of work — actual things you’ve made, repos you’ve contributed to, products you’ve shipped — beats your credentials for most technical roles. Spend disproportionate time on this.
Interview prep is the single highest-ROI activity in your job search once you have interviews scheduled. Most candidates underprepare.
What to do this week
Make a list of 30 companies you’d genuinely want to work at. Not 100 — 30. Quality of targeting matters more than volume of applications.
For each company, find one person on LinkedIn or alumni networks who works there. You don’t need to message them yet; just collect names.
Update your LinkedIn headline to describe what you’re looking for in concrete terms (e.g., "Final-year CS student looking for backend engineering internships starting May 2026"). Most students leave this generic and lose searchable keywords.