Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
3 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.

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.