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Model comparison

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Differences vs. space-bunny · default

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These models share no common effort
Score, cost & time differences

Current baseline · space-bunny · default

68.80Overall

Compared with space-bunny · default

  • MiniMax-M3.1-Flash-Preview · max

    Overall: −0.35 ptsComparable cost unavailableEvaluation time 54m 7s (8m 29s less)

Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes

Tested configuration
Effortdefault
Effort
Metricspace-bunny · defaultMiniMax-M3.1-Flash-Preview · max
Overallspace-bunnydefault
68.80
MiniMax-M3.1-Flash-Previewmax
68.45−0.35 pts
Backend engineeringspace-bunnydefault
61
MiniMax-M3.1-Flash-Previewmax
75+14 pts
Frontend interactionspace-bunnydefault
80
MiniMax-M3.1-Flash-Previewmax
57−23 pts
Knowledge & Reasoningspace-bunnydefault
75
MiniMax-M3.1-Flash-Previewmax
75Tied
Visual aestheticsspace-bunnydefault
59
MiniMax-M3.1-Flash-Previewmax
70+11 pts
Maintainabilityspace-bunnydefault
55
MiniMax-M3.1-Flash-Previewmax
53−2 pts

Next, validate with your own work

Try a familiar task with each candidate. Compare the results, revision effort, and actual consumption.

Explore subscriptions for these modelsUsing an API? Refer to the evaluation consumption above. For subscriptions, explore matching plans and estimated runtime.