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Model Serving Levers That Change Your Unit Economics
Batching, quantization, memory utilization, and accelerator selection—the serving decisions that determine how much output a GPU actually produces.
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Outline
- Throughput vs. latency: the trade-off behind every serving configuration
- Batching and time to first token
- Quantization and memory headroom
- Matching accelerator architecture to model characteristics