On top of that, the project uses a decentralized messaging fabric that can be REST, DIDComm, or another trust‑spanning protocol. This enables participants to establish relationships and exchange credentials without revealing their physical location or network topology. Each relationship uses its own random, ephemeral DIDs, making it far harder for observers running messaging infrastructure to infer who is talking to whom or to map the kernel's social graph.
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据论文介绍，现在 AI 系统在处理超长上下文时，负责「处理输入信息」和「生成文本回答」的两个计算模块，会出现数据通道资源错配的情况。