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AI Software Engineering

AI Refactoring Actively Corrupts Software Architecture

AI Refactoring Actively Corrupts Software Architecture

GPT-4 and GPT-3.5's 60% Accuracy Loss Cobus Greyling, writing on Substack, reports that GPT-4 and GPT-3.5 experienced performance fluctuations and over 60% loss in accuracy on some tasks over four months. In these scenarios, controllers in MVC (Model-View-Controller) and other controller-based architectures are often converted into
SnugLab 18 Jul 2026
AI Hallucinations Corrupt Software Dependencies

AI Hallucinations Corrupt Software Dependencies

Silent Refactoring Overwrites Architectural Intent Silent refactoring, which Towards AI terms "vibe architecting," bypasses traditional design reviews, enabling agents to wire authentication, select databases, and redefine module boundaries in seconds without written rationale. An arXiv preprint and Quora documented that data from 2024 revealed an 8x year-over-year rise
SnugLab 16 Jul 2026
AI Patches Hide Regressions by Severing Intent

AI Patches Hide Regressions by Severing Intent

Intent Drift Creates Silent Systemic Issues NHIMG and the ACM Digital Library explain that standard testing and Continuous Integration/Continuous Delivery (CI/CD) pipelines primarily capture verifiable behavioral outputs, missing semantic "intent drift" where code passes tests but diverges from its original design. The W&B Wandbot
SnugLab 13 Jul 2026

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