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作者探讨了一种面向本地受限硬件（<6GB VRAM）的解耦式多智能体架构：用单个中等规模推理模型作为编排者，配合多个1-3M参数的CPU端「纳米模型」处理高频例行任务，仅在低置信度时向上升级，实现零云、空气隔离的边缘优先系统。
A tool that enables air-gapped file encryption by creating self-decrypting HTML pages, requiring no installation and using OpenPGP for security auditing.
QRFerry is an open-source browser-based tool that transfers files between two offline devices by encoding data as a live animated QR stream, using RaptorQ fountain coding and WebAssembly.
The article explains that BYOC (Bring Your Own Cloud) is a spectrum of deployment models, including BYOC-Account, BYOC-VPC, BYOC-K8s, and air-gapped environments, driven by customer needs for data residency, security, cost alignment, and data gravity.
Arize Phoenix enables local-first, air-gapped observability for coding agents, allowing each agent to have its own traces, evals, and feedback loop for self-verification.