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Enhanced Decision Maps now provide a robust framework for integrating safety and security into the modeling of Self-Adaptive Systems, revealing critical insights for real-world applications.
LLMs can achieve near-perfect F1 scores (>=0.978) in detecting interprocedural C vulnerabilities for under $0.60, but the best model varies by language.
ChatGPT-4o-mini can spot design discussions in code repositories better than other models, offering a new path to automatically surfacing valuable context for software engineers.
The rise of GitHub Actions is inadvertently marginalizing test code review, with PRs involving tests often receiving no reviews or comments post-GHA adoption.
