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Specifications
ParametersThe learned values that shape how a model responds. B means billion and T means trillion. For mixture-of-experts models, the total count is larger than the number active for each token. Parameter count alone does not measure quality.
2.8T253B
Context windowHow much information the model can work with in one request, measured in tokens — pieces of words or other data. This includes your question, attachments, conversation and reply. Limits can vary by model variant and provider.
1M128k
These models have no shared benchmark scores.
Overview
CompanyMoonshot AINVIDIA
Release dateOct 23 2026Apr 7 2025
AccessClosedOpen Weight
Model detailsView modelView model

Frequently asked questions

Kimi K3.1 Pro Highspeed and Llama Nemotron Ultra 253B don't publish scores on any of the same benchmarks, so there's no direct head-to-head comparison. Llama Nemotron Ultra 253B shipped 564 days before Kimi K3.1 Pro Highspeed, so benchmark comparisons should account for the intervening progress.

Kimi K3.1 Pro Highspeed has 2.8T parameters, while Llama Nemotron Ultra 253B has 253B. Context windows are 1M (Kimi K3.1 Pro Highspeed) vs 128k (Llama Nemotron Ultra 253B). Kimi K3.1 Pro Highspeed is closed, while Llama Nemotron Ultra 253B is open weight.

Direct benchmark comparisons are unavailable — Kimi K3.1 Pro Highspeed and Llama Nemotron Ultra 253B don't publish scores on any of the same benchmarks.