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packages/2025-06-11-kubecon-hk/slides.md

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# Challenges Across LLM Lifecycle
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<span>From environment setup to production deployment</span>
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<div flex items-center bg="white/10" backdrop-blur px-3 py-2 rounded-md>
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<div i-carbon:warning-alt text-amber-300 text-sm mr-2 />
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Dependency Hell
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<div text-sm font-medium>Dependency install overhead</div>
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<div text-xs opacity-70>Python/NodeJS install fails frequently with long waiting</div>
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<div text-sm font-medium>CUDA version drift</div>
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<div text-xs opacity-70>Incompatible versions across environments</div>
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<div text-sm font-medium>Dependency Lifecycle consistency</div>
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<div text-xs opacity-70>From development to training to inference</div>
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<div text-sm font-medium>Tool fragmentation</div>
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<div text-xs opacity-70>pip / uv / conda / nix / pixi</div>
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<div i-carbon:download text-blue-300 text-sm mr-2 />
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Data Preparation
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</div>
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<div flex flex-col gap-3>
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<div text-sm font-medium>Unattended dataset/model preparation</div>
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<div text-xs opacity-70>Time-consuming & error-prone processes</div>
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<div text-sm font-medium>Disparate sources</div>
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<div text-xs opacity-70>HuggingFace / S3 / NFS / Web</div>
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<div border="2 solid white/5" rounded-lg overflow-hidden bg="white/5" backdrop-blur-sm h-full>
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<div flex items-center bg="white/10" backdrop-blur px-3 py-2 rounded-md>
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<div i-carbon:data-check text-green-300 text-sm mr-2 />
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Data Governance
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<div text-sm font-medium>Sharing artifacts</div>
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<div text-xs opacity-70>Across teams and Kubernetes namespaces</div>
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<div text-sm font-medium>Version control & Reproducibility</div>
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<div text-xs opacity-70>Tracking model & environment versions</div>
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border="2 solid white/5" bg="white/5" backdrop-blur-sm
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>
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<div i-carbon:idea text-yellow-300 text-2xl />
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<span text-lg>LLM projects face unique infrastructure challenges beyond traditional ML</span>
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</div>
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</div>
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