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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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A. E. Hassan

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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. · 0 citations

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