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Field notes from a team that builds AI products and staffs AI-fluent engineers.
11 posts tagged job search strategy.
The $103,000 H-1B Problem — And Why Your Skill Stack Is Now Your Visa Strategy
With a proposed $103,000 H-1B application fee and Big Tech filing fewer petitions, visa-dependent engineers face a tighter path than at any point in recent memory. The engineers who understand why AI-connected roles dominate approvals are turning that knowledge into a strategy.
Nine Lectures, No Paywall: How to Convert Stanford's Free LLM Course Into Real Career Capital
Stanford's complete large language model curriculum is now online, free, and taught by Stanford professors. Here's what each lecture covers, why the timing matters, and how to turn it into something concrete before your next technical interview.
Companies Are Using AI to Interview You — And Banning AI While They Do It
Employers are deploying AI simulations to run parts of their own hiring process while simultaneously banning AI assistance from coding screens. The engineers who understand this contradiction — and train for both sides — are the ones landing offers right now.
The Cloud and DevOps Market Is Splitting in Two. Here's Which Side to Be On.
Layoffs and hiring surges are happening simultaneously in cloud and DevOps — and the difference between who gets cut and who gets called comes down to one specific shift in what infrastructure work actually means now.
You Don't Have to Apply to MIT to Learn From MIT. Here's What's Actually Free.
MIT has quietly offered free, rigorous engineering and computer science education online for years. Here's exactly where to find it, what to study, and how to turn it into something that moves your job search.
AI Is Making Attackers Faster and Defenders Scarcer. That Gap Is Your Career Opening.
Cybersecurity is one of the fastest-growing hiring sectors in mid-2025, even as AI eliminates jobs elsewhere in tech. Here's what displaced engineers, career changers, and new graduates need to know — and do — to break in.
From 55 Job Postings to 10,000: What the Generative AI Hiring Surge Actually Demands
Generative AI job listings grew from roughly 55 in 2021 to nearly 10,000 by May 2025 — while general software engineering roles are still down 49%. Here is what the surge is actually hiring for and how to position yourself right now.
AI Is Now Sitting Across From You in the Interview. Here's What That Tells You About the Job Market.
McKinsey just announced it will use an AI client simulation in some entry-level interviews. That single policy decision reveals something bigger about where the entire early-career tech job market is heading — and what you need to do about it now.
Indeed Cut 1,300 Jobs to Chase AI. Here's What That Means for Your Job Search.
The platforms most tech workers rely on to find their next role are being rebuilt around AI — at the exact moment the job market is most competitive. Here's how to search smarter.