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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 engineering productivity.
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