“This problem includes not only technical complexity but also organizational issues such as 'who manages the knowledge and how far they are responsible.'”

“The system design prioritizes security and stability, while also focusing on high performance, and achieves these goals through a carefully designed architecture and the integration of multiple middleware components.”

“AdaptiFlow enables microservices to evolve into autonomous elements through standardized interfaces, preserving their architectural independence while enabling system-wide adaptability.”

“AIOCJ ensures by-construction correctness of communications (e.g., no deadlocks) before, during, and after adaptation.”

“The paper highlights the trade-offs between fine-grained expressive adaptation and system-wide control when using different approaches.”

“Upfront factor screening, for reducing the search space, is helpful when the goal is to find the optimal resource configuration with an affordable sampling budget. When the goal is to statistically compare different algorithms, screening must also be applied to make data collection of all data points in the search space feasible. If the goal is to find a near-optimal configuration, however, it is better to run bayesian optimization without screening.”

“Javaによるマイクロサービス開発において、Spring Bootはその使いやすさと豊富なエコシステムにより、長らくデファクトスタンダードの地位を占めてきました。”

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“We're excited to announce our collaboration with NVIDIA to launch the Stable Diffusion 3.5 NIM microservice, enabling significant performance improvements and streamlined enterprise deployment for our leading image generation models.”

“NVIDIA NIM enables developers to easily deploy and scale LLMs, unlocking new possibilities.”

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“This article is based on the assumption that the original article is about the integration of Hugging Face and NVIDIA NIM for serverless inference.”