Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
4 posts tagged workforce planning.
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 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.
Shifting Ground: How New Immigration Rules Are Reshaping Engineering Workforce Plans
With new green card rules reportedly imminent and immigration enforcement at a high pitch, engineering teams that rely on sponsored talent face real planning pressure. Here's how to build a more resilient workforce strategy.
The AI-Fluent Engineer Premium: A Practical Guide to Hiring for What Actually Matters
The salary gap between an AI-fluent engineer and a general software engineer now exceeds $25,000 at the floor — and the job posting data is even more extreme. Here's what the numbers mean and how to screen for the real thing.