#federated

機械支援の翻訳下書き (Japanese) for "Open Network": A decentralized collection of interconnected sites, APIs, and agents that operate on shared open standards rather than proprietary lock-in. An open network allows any conforming node to join, participate, and be discovered without needing permission from a central authority.

“例文の下書き: PlatPhorm is designed as an open network so third-party tools can plug in via MCP or standard REST APIs.”

機械支援の翻訳下書き (Japanese) for "Federated AI": An approach to AI training and inference where models are distributed across multiple nodes or organizations without centralizing raw data. Each node trains on its local data and shares only model updates, preserving privacy while benefiting from collective learning.

“例文の下書き: The hospital network used federated AI to improve diagnosis models without sharing patient records.”