// Hacker Noon · 10 May 2026

Your GPU Is Lying to You About Its Capacity

This article explores why production-grade LLM serving is fundamentally a memory management problem rather than a pure compute problem. Using real-world examples from GPU inference clusters, it breaks down KV cache fragmentation, PagedAttention, prefix caching, continuous batching, chunked prefill,...

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