Author

M. Sayagh

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Open access Nov 2026

Retrieval Supersedes Scale: Efficient Log Level Prediction via Multiplex Socio-Technical Context

Developers insert logging statements in source code to record its execution, and the resulting logs are essential for detecting and troubleshooting system anomalies. A key part of these statements is the log level (e.g., DEBUG, INFO, WARN, ERROR), which determines whether a message is recorded. Choosing it is a trade-o...

Youssef Esseddiq Ouatiti, M. Sayagh, Bram Adams et al. · IEEE Transactions on Softwar... · 0 citations

#artificial intelligence Review Oct 2026

Agent or Human? Detecting Commits by AI Coding Agents in the Absence of Authorship Signatures

Results indicate that signature-free detection can prioritize commits for review but cannot replace recorded attribution, and that studies relying on signature-based labels should treat them as a lower bound on agent activity.

Kosei Horikawa, Hao Li, Yutaro Kashiwa et al. · 0 citations