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#multimodal inference

Reporting, analysis and practical guides connected to multimodal inference.

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Multimodal Inference: Split the Encoder Only When It Pays

Encoder-prefill-decode disaggregation can reduce multimodal time to first token and increase same-SLO throughput, but only when vision encoding is a large enough share of request time. Teams should trace each serving stage, benchmark a workload matrix, optimize media preprocessing and caching, and promote only the traffic buckets that clear a reversible latency and cost gate.

Sep 10, 2026 · 8 min read
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