LLM Inference Optimization: What Actually Makes Your Model Fast

Posted on Sat 18 April 2026 in GenAI • Tagged with LLM, Inference, Optimization, Quantization, KV Cache, Speculative Decoding, Flash Attention

When you send a prompt to an LLM, three layers shape how fast you get a response: the hardware (GPUs, TPUs, LPUs), the model size and architecture, and the inference engine strategies sitting on top. Most of the latency battle is fought at that third layer — and the core problem …


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