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Inference optimization delivers the fastest wins in AI cost control. Focus on three layers and watch your bills drop. Start with the model layer. Apply FP8 quantization and distillation to cut GPU memory by 50 to 75 percent while keeping accuracy intact. Right size aggressively. Smaller models often match performance for most use cases. Move to runtime. Continuous batching and PagedAttention in vLLM boost throughput 40 to 80 percent. Speculative decoding and smart KV cache management squeeze every last token out of your hardware. Finish with infrastructure. Spot instances, auto scaling on queue depth, and specialized silicon deliver another 40 to 65 percent unit cost reduction. I implement this stack on production platforms and routinely hit 60 percent savings in the first quarter. No quality trade off. Which layer are you tackling first on your inference pipeline? #FinOpsForAI #InferenceOptimization #LLMOps #AIOptimization #CostReduction #SolutionArchitecture

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