Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
14 posts tagged engineering hiring.
DHS Is Scrutinizing H-1B, PERM, and Green Card Filings — What Engineering Teams Need to Know
The Department of Homeland Security has intensified its probes into employment-based immigration fraud. Here's what hiring managers and sponsored engineers need to understand about the current enforcement environment — and how to stay on the right side of it.
The Two-Tier Engineering Job Market: What July 2025 Data Actually Shows
Tech layoffs are surging and job postings are down 36% from pre-pandemic levels — yet demand for senior engineers and AI specialists has never been stronger. Here's what the split market actually looks like.
Your AI Consulting Practice Has a Staffing Problem You Haven't Solved Yet
Forward-deployed engineers are the linchpin of high-value AI implementation work — but the specialist pool is shockingly thin. Here is what consulting firms need to understand before committing to this practice area.
Your AI Pilot Worked. So Why Is It Still Not in Production?
Most enterprise AI pilots never make it into live operations. The missing link isn't your model or your budget — it's a specific kind of engineer most companies haven't heard of yet.
Almost No One Qualifies for This Engineering Role — Here's How to Be the Exception
The forward-deployed engineer role carries a 25–30% salary premium and demand that vastly outstrips supply. Here's what the talent gap actually looks like, what hiring tests for, and how to realistically position yourself for the opportunity.
The Engineer Your Team Will Need in 2026 Barely Exists Today
Gartner predicts 40% of enterprise apps will run AI agents by end of 2026 — up from just 5% today. Here's why most engineering teams aren't staffed for it, and what the right hire actually looks like.
The Engineering Skill That Grew 638%: Why Enterprise Integration Is 2025's Most Urgent Hire
Demand for engineers who can connect agentic AI to legacy enterprise systems grew 638% year-over-year — the biggest jump tracked by Dice. Here's what's driving it, what these engineers actually do, and how to find or develop them.
AI Is Now an Official Layoff Driver — and Your Most Urgent Hiring Priority
U.S. employers explicitly attributed more than 10,000 job cuts to AI in 2025 — yet machine learning engineer postings are up 59% from pre-pandemic baselines. Here is how engineering leaders should read both signals at once.
The Entry-Level Engineering Paradox: Why New CS Grads Can't Get Hired While AI Roles Go Begging
Recent CS graduates face unemployment rates above 7% — while machine learning engineer postings are up 59%. Here's why both facts are true, and what engineering leaders should do about the gap.