Continuous batching is the biggest single throughput lever in modern LLM serving. The signal is explaining why static batching leaves the GPU idle on variable-length generation, and why PagedAttention is what makes the fix practical.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
Continuous batching is the biggest single throughput lever in modern LLM serving. The signal is explaining why static batching leaves the GPU idle on variable-length generation, and why PagedAttention is what makes the fix practical.
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