Oleksandr Tsypliak

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-resp...