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MiniMax-M3

MiniMax-M3 · high, showing overall score. Results for all tested efforts are available below.

Overall score52.95

MiniMax-M3 · high

Backend engineering
46
Frontend interaction
65
Knowledge & Reasoning
50
Visual aesthetics
59
Maintainability
44
Evaluation time
56m 33s
Reference cost
$0.62Partial cost

Complete evaluation · API reference cost

Overall rank 41 / 44 models · Best tested effortBackend tested · 9/10/2026Tasks & methodology

Tested configuration

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
52.95466550594456m 33s$0.62Partial cost

Score breakdown

Overall score
52.95
Evaluation time
56m 33s
Reference cost
$0.62

Service logic, error handling, and test verification.

Contracts and boundaries7 / 20

API contracts, input validation, and boundary behavior.

Retries and failures11 / 20

Error recovery, retry conditions, and failure handling.

CI and adversarial review4 / 20

Verification plans, risk detection, and audit evidence.

Transactions and consistency9 / 20

State transitions, concurrency control, and data consistency.

Caching and regression15 / 20

Cache invalidation, data updates, and regression coverage.

Data snapshot published · 10/27/2026Scoring & cost notes