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hy4

hy4 · default, showing overall score. Results for all tested efforts are available below.

Overall score75.80

hy4 · default

Backend engineering
90
Frontend interaction
77
Knowledge & reasoning
75
Visual aesthetics
59
Maintainability
64
Evaluation time
215m 2s
Reference cost
—

Complete evaluation · API reference cost

Overall rank 20 / 55 models · Best tested effortBackend tested · 11/3/2026Tasks & methodology

Tested configuration

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
75.809077755964215m 2s—

Score breakdown

Overall score
75.80
Evaluation time
215m 2s
Reference cost
N/A

Service logic, error handling and verification.

Contracts and boundaries18 / 20

API contracts, input validation and boundary behavior.

Retries and failures20 / 20

Recovery, retry conditions and failure handling.

CI and adversarial review16 / 20

Verification plans, risk detection and audit evidence.

Transactions and consistency19 / 20

State transitions, concurrency and consistency.

Caching and regression17 / 20

Invalidation, data updates and regression coverage.

Data snapshot published · 11/12/2026Scoring & cost notes