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Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
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2 posts tagged AI fluency.
forward-deployed engineerAI careersengineering hiring
Almost No One Qualifies for This Engineering Role — Here's How to Be the Exception
The forward-deployed engineer role carries a 25–30% salary premium and demand that vastly outstrips supply. Here's what the talent gap actually looks like, what hiring tests for, and how to realistically position yourself for the opportunity.
Oct 25, 2026 7 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