Map cross-domain privilege escalation to sever breach routes at key choke points. Governance Sets the Ceiling on Your AI ...
All [Hannah Robertson]’s Birduino needs is for one to tap an NFC-enabled card to the reader, and the device plays one of the ...
本文聚焦DeepSeek-R1 671B大模型的AWQ 4-bit量化部署，剖析显存与精度权衡困境，提供可复用的vLLM推理配置、TaoToken统一API接入方案及压测脚本。重点验证长上下文代码生成与数学推理任务中AWQ相较1.58-bit量化的显著优势（如Flappy Bird pass@3达91.0%），并给出401鉴权、local proxy失败等高频报错的系统性排查 ...
架构上它是 Qwen3.5-35B-A3B 的微调版：35B 总参数、MoE 路由后每 token 只激活约 3B 参数，决策头（decision head）直接合并进了 lm_head 的 264 行槽位 token 中（见 judge_config.json 的 system1_merged 字段），所以 vLLM 加载的是一个普通 checkpoint， 不需要挂 LoRA。系统一是从裸文本 ...
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