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Insights for Engineering Excellence

The 70% → 80% Shift in AI Coding: Why VPs of Engineering Need to Manage Comprehension Debt
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.

80% of developers are not happy at work. Why? What makes them happy?
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".

AI to the Rescue? Addressing the Digital Collaboration Debt Crisis
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.