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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Oleksandr Tsypliak

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Open access Aug 2026

Embedded ONNX Versus Python Sidecar Inference for Anomaly-Aware Availability Response in Spring Boot Microservices: An Architectural Evaluation

Availability-oriented monitoring may require low-latency anomaly inference, but deploying a lightweight model as a separate service adds process, serialization, and network-path overhead. This article evaluates the inference-path architecture used by a prototype availability-response loop; it does not evaluate the effe...

Tymofii Bondaruk, Oleksandr Tsypliak, V. Shkarupylo et al. · 0 citations

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