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Inference
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Morgan Suo
Length
15–30 min
2 slides
17:42
EN
AI Engineer
· Oct 21, 2026
Is a Faster Model Actually Faster? Measure the Finished Job, Not the Tokens
Morgan Suo · MiniMax
MiniMax's Morgan Suo takes the engineering changes inside M3.1 Flash one by one and asks the question that matters to users: does the job an analyst needs actually get done sooner, cheaper and correctly?
AI cost & performance
Inference
Quantization
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