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AltmanD
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Nov 12, 2026
AltmanD
commented
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- 网关弹性扩展：静态路由 + 弹性自动扩容（多机优先）+ 自动缩容
- 新增 Hub 部署模式：节点经 HTTP 主动拉取任务，适配 gpu 机器配备防火墙的集群
- 数学任务算法验证：GRPO / DAPO / NPR / OPD / PRM 蒸馏，统一接入共享 Slime 训练循环
- Controller 与 sandbox 优化：预检、端口分配、启动队列、清理准入
- 配置工具链优化：选项 CLI 向导 + Web 控制台 + 训练推理一致性
- H 集群最佳实践：brainbox 适配器、rjob 资源申请、反向隧道
…uster practice - Elastic gateway scaling: static routing + remote-first auto-growth + automatic retirement; validated on 4xH200 - Hub deployment mode: pull-based nodes over HTTP for one-way-firewall clusters; validated end-to-end with real SGLang inference (reward=1) - Unified training algorithms (GRPO, DAPO, NPR, OPD, PRM distillation) on the shared Slime pipeline, validated on math tasks - Controller: deployment preflight, port allocation, startup queue, cleanup admission - Config tooling: options CLI wizard + web console + consistency checks - H-cluster practice: brainbox adapter, rjob provisioning, reverse tunnels Tests: 795 passed / 2 skipped / 3 pre-existing failures.
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