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Tencent Technical Engineering
Tencent Technical Engineering
Dec 19, 2025 · Artificial Intelligence

How Safe Is AI-Generated Code? Real‑World Risks and Mitigation Strategies

This study investigates the security performance of AI‑generated code in real‑world software projects, revealing high vulnerability rates, language‑specific adoption patterns, and evolving roles in the vulnerability lifecycle, and proposes a multi‑dimensional framework for risk mitigation and safe AI‑assisted development.

Empirical StudySoftware Securityai
0 likes · 16 min read
How Safe Is AI-Generated Code? Real‑World Risks and Mitigation Strategies
AI Frontier Lectures
AI Frontier Lectures
Jul 20, 2025 · Industry Insights

Do AI Coding Assistants Slow Down Experienced Developers? Surprising Study Results

A recent randomized controlled study by the non‑profit AI research group METR found that, contrary to the widely held belief that AI coding tools boost developer speed by about 20%, experienced open‑source developers actually took 19% longer to complete real‑world tasks when using such tools, revealing a gap between perceived and actual productivity gains.

AI toolsEmpirical Studyai
0 likes · 8 min read
Do AI Coding Assistants Slow Down Experienced Developers? Surprising Study Results
Continuous Delivery 2.0
Continuous Delivery 2.0
Jul 4, 2025 · Fundamentals

How Much Time Do Developers Lose to Technical Debt? A Replication Study Reveals 23% Waste

An empirical replication study published in the Journal of Systems and Software quantifies technical debt’s impact, showing developers waste about 23% of their work time, with additional testing, code analysis, and refactoring, and reveals a ‘contagion’ effect where existing debt prompts new debt, highlighting perception gaps between developers and managers.

Empirical StudyTechnical Debtdeveloper productivity
0 likes · 7 min read
How Much Time Do Developers Lose to Technical Debt? A Replication Study Reveals 23% Waste