Cascade MoE: a CPU-only expert system that turns plain-language sysadmin and networking questions into shell commands. No GPU, no cloud, no external model weights. Russian-first: 80% of held-out Russian queries answered with a working command, 38% in English. Patent pending. The benchmark that measures it ships with the source.
nlp devops machine-learning ai deep-learning neural-network sysadmin self-hosted pytorch artificial-intelligence cybersecurity network-automation on-premise bilingual linux-administration mixture-of-experts no-gpu patented cpu-only cascade-moe
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Updated
Oct 18, 2026 - Python