Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
4 posts tagged workforce strategy.
AI Tools Made Experienced Developers 19% Slower — Here's What That Means for Engineering Teams
A July 2025 randomized controlled trial found that experienced developers using AI coding tools completed tasks 19% slower than a control group. The counterintuitive result carries real implications for how engineering leaders assess, hire, and develop genuine AI fluency.
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 Two-Speed Engineering Labor Market: What the 2025 Data Reveals
Tech job postings are down 36% from their pre-pandemic peak — yet machine learning engineer listings are up 59% over that same baseline. Here's what the bifurcated 2025 labor market actually means for hiring managers and engineers who want to be on the right side of the divide.