Blog

Ideas on AI, engineering & careers.

Field notes from a team that builds AI products and staffs AI-fluent engineers.

agentic AI AI AI careers AI code quality AI consulting AI fluency AI hiring AI implementation AI jobs AI labor market AI layoffs AI pilots AI regulation AI skills AI skills gap AI tools AI-implementation ai-skills AI-staffing career development Careers Company CS graduates data centers developer trust Engineering engineering hiring engineering jobs engineering productivity engineering salaries engineering staffing engineering-hiring engineering-talent enterprise AI enterprise integration forward-deployed engineer forward-deployed engineers Forward-deployed-engineer green card H-1B Hiring History immigration compliance immigration policy Indian engineers legacy systems machine learning engineer New Grads NRI financial planning PERM practice building RAG remittances Ryzlink AI Engineering salary trends skills demand skills gap skills-first hiring Staffing talent strategy talent-strategy tech job market tech labor market tech layoffs tech-hiring tech-job-market technical hiring USD to INR workforce planning workforce strategy workforce trends workforce-trends

3 posts tagged technical hiring.

AI toolsAI code qualitydeveloper trust

Most Developers Use AI Code Tools. Only One in Three Trusts What They Produce.

Stack Overflow's 2025 Developer Survey found 84% of developers using AI tools—but just 33% trust the output. Here's what that trust gap means for how engineering teams need to be structured and staffed.

Oct 25, 2026 6 min read

AI toolsengineering productivityAI fluency

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.

Sep 18, 2026 4 min read

AI skills gaptechnical hiringengineering salaries

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.

Jul 30, 2026 5 min read