Insights for Engineering Excellence
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July 8, 2026
The 70% → 80% Shift in AI Coding: Why VPs of Engineering Need to Manage Comprehension Debt
Last year, the dominant story was the “70% problem”: AI helps you get surprisingly far, surprisingly fast—but the final stretch toward production readiness becomes a grind of edge cases, debugging, and diminishing returns.Last year, the dominant story was the “70% problem”: AI helps you get surprisingly far, surprisingly fast—but the final stretch toward production readiness becomes a grind of edge cases, debugging, and diminishing returns.

August 2, 2024
80% of developers are not happy at work. Why? What makes them happy?
Only one in five professional developers are happy with their current job. Stack Overflow asked over 65,000 developers whether they were satisfied with their current role. Only 20% chose the option "happy at work".Only one in five professional developers are happy with their current job. Stack Overflow asked over 65,000 developers whether they were satisfied with their current role. Only 20% chose the option "happy at work".

June 27, 2024
AI to the Rescue? Addressing the Digital Collaboration Debt Crisis
AI is often depicted as a double-edged sword, eliciting both excitement and fear. A study by Microsoft, which surveyed 31,000 people globally, reveals a nuanced perspective on the future of work with AI.AI is often depicted as a double-edged sword, eliciting both excitement and fear. A study by Microsoft, which surveyed 31,000 people globally, reveals a nuanced perspective on the future of work with AI.