Together AI: Your traffic shape decides the inference bottleneck — measure first

togethercompute · x · 2026-11-12

Together AI points out that inference performance depends on the shape of your traffic: short-in/long-out workloads are decode-bound, long prompts are prefill-bound, tool-heavy agents are end-to-end-latency-bound, and repeated turns come down to token economics. The advice: measure the bottleneck your workload actually creates before optimizing.

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