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LLM Inference Engineering Techniques Reshape AI Performance Tradeoffs and Push Efficiency Boundaries

LLM Inference Engineering Techniques Reshape AI Performance Tradeoffs and Push Efficiency Boundaries

Sep 02, 2026
Baseten

LLM inference engineering is reshaping AI performance by splitting techniques into two categories: tradeoff managers like batch sizing and quantization that balance latency against throughput, and frontier-pushers like speculative decoding and kernel optimization that deliver compounding, systemwide efficiency gains applicable to both speed and scale simultaneously.

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