Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
FeaturedDHS 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.
Aiera · 5 min read
The Two-Tier Engineering Job Market: Where Demand Is Surging and Where It's Collapsing
Tech job postings are down 36% from pre-pandemic levels, yet 87% of tech leaders still can't find the engineers they need. The market hasn't collapsed — it has split into two very different realities.
Forward Deployed Engineer - The NEW Consulting Model
A new breed of practitioner — the Forward Deployed Engineer — is embedding AI specialists directly inside client organizations, quietly displacing the traditional IT consulting model that enterprises have relied on for decades.
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.
From Chuwa to Ryzlink: 20 Years of Engineering, Reborn for AI
Our roots run two decades deep — delivering for Cisco, Nomura, Mitsubishi, and Fujitsu. Here's why we rebuilt around AI.
How AI Is Reshaping Engineering Hiring in 2026
The skills gap isn't about headcount anymore — it's about AI fluency. Here's how the smartest teams are staffing for it.
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 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.