I built an open-source alternative to Microsoft's KAITO that works on ANY Kubernetes cluster
Six months ago, my team needed to deploy DeepSeek-R1 for internal use. We have a Kubernetes cluster — like everyone does in 2026 — so I started lookin…
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Prefix caching at scale: when it saves you 80% of prefill cost, and the eviction policies that quietly turn it into 5%
Prefix caching at scale: when it saves you 80% of prefill cost, and the eviction policies that quietly turn it into 5% Your chatbot deploys 70B Llama …
KV cache quantization: what FP8/INT8 K and V actually buy you, and where they break
KV cache quantization: what FP8/INT8 K and V actually buy you, and where they break You just deployed a 70B Llama fine-tune on 8x H100s, and your serv…
Как мы построили корпоративную LLM-платформу: архитектура, грабли и выводы
Обычно внедрение AI в компаниях происходит по такому сценарию: собрали одного ассистента, показали руководству, получили аплодисменты. Потом второго, …