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Expert-led workshops, deep-dive technical content, and open source tools for Kubernetes, AI/ML infrastructure, and cloud native engineering teams. Trusted by Cisco, Sysdig, Chainguard & more.
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The Local LLM Glossary: Every Term, Flag, and Number in Plain English
Plain-English definitions for every term you hit in local LLM posts: prefill and decode, tokens per second, FP8 and NVFP4, Q4_K_M, KV cache, YaRN, Gated DeltaNet, speculative decoding, and every vLLM, llama.cpp, and Ollama flag worth knowing.
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Running Qwen3.8-27B on DGX Spark
Qwen3.8-27B on DGX Spark with llama.cpp, Ollama, vLLM, and SGLang: the recipes, the tokens per second I measured, MTP speculative decoding, and the sharp edges I hit along the way.
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I Ran an AI SRE Copilot on My Own Hardware. Here Is What It Actually Does.
Running NudgeBee v1.4.0 end to end - a self-hosted AIOps platform behind AI-SRE, AI-FinOps, AI-K8sOps, and agentic automation - on a Mac, a kiac cluster, and a DGX Spark.
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Running Nemotron 3.5 Lightning on DGX Spark
NVIDIA's new Nemotron 3.5 Lightning on DGX Spark: how to run it with Ollama and vLLM, the tokens per second I measured, and how the two paths compare.
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HAMi Dynamic MIG on RTX PRO 6000: A Live Kubernetes Test
Hands-on HAMi Dynamic MIG test on Kubernetes and RTX PRO 6000 Blackwell: setup commands, real allocations, mixed profiles, reclamation, and recovery.
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