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NVIDIA Nemotron 3 Ultra (550B-A55B)

NVIDIA Nemotron 3 Ultra (550B-A55B) · default, showing maintainability. Results for all tested efforts are available below.

Maintainability37

NVIDIA Nemotron 3 Ultra (550B-A55B) · default

Backend engineering
42
Frontend interaction
34
Knowledge & reasoning
40
Visual aesthetics
61
Maintainability
37
Evaluation time
—
Cost
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Maintainability · Evaluation time & API cost

Tasks & methodology

Tested configuration

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
40.704234406137109m 30s$0.000

Score breakdown

Overall score
40.70
Evaluation time
109m 30s
Cost
$0.000

Code readability, organization and the cost of change.

Semantic clarity14 / 20

Naming, explicit responsibilities and readability.

Control-flow organization16 / 20

Execution paths, responsibility boundaries and logical structure.

Locality of changes14 / 20

The scope of rule changes and duplicated maintenance.

State and lifecycle12 / 20

State ownership, cleanup and lifecycle management.

Implementation economy16 / 20

Implementation complexity, useful abstractions and redundancy.

Subscores retain their original scale; the axis score uses a consistent conversion.

Data snapshot published · 11/13/2026Scoring & cost notes