A thermodynamically consistent phase-field framework for viscoelastic fatigue fracture with dissipated-energy-driven toughness degradation

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Spin up sandboxed Linux containers pre-loaded with AI coding tools (Claude Code, Codex, OpenCode via mise). Each container gets SSH access, ZFS snapshot-based checkpoints, and network egress policies that control what the agent can reach. Managed entirely from the CLI over TrueNAS WebSocket API.

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刘年丰:对。2025年,我们看到很多机器人看似进入干活场景,其实还是在POC(概念验证)。到了2026年,考验的是复购,像搬箱子这样的场景,要在2026年被彻底解决。