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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…

kubernetesvllmdevopsopensource
Dev.to Jun 9, 2026, 05:17 UTC
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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 …

llmaiinfrastructurevllm
Dev.to Jun 7, 2026, 01:09 UTC
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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…

llmaivllmperformance
Dev.to Jun 6, 2026, 01:10 UTC
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Ollama vs llama.cpp vs vLLM: Which Should You Use in 2026?

From the Best GPU for LLM archive. The canonical version has interactive calculators, an up-to-date GPU comparison table, and live pricing. Three tool…

ollamallamacppvllmcomparison
Dev.to May 20, 2026, 01:14 UTC

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