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Coding Tasks

General programming challenges including algorithm implementation, data structure design, and system architecture tasks.

Best Score

0.0

Avg Score

0.0

Tests

3

Performance Over Time — All Models

Model Rankings

1
Claude Sonnet 4.6

Category score

View
100.0BEST
Tokens12.0k
Total12.0k
2
Claude Opus 4.8

Category score

View
99.3-0.7 pts
Tokens16.8k
Total16.8k
3
GPT-5.5

Category score

View
98.3-1.7 pts
Tokens38.5k
Total38.5k
4
Grok 4.5

Category score

View
98.0-2.0 pts
Tokens62.3k
Total62.3k

Test Breakdown

Graph Algorithm Implementation

Implement Dijkstra with priority queue and handle edge cases

Claude Sonnet 4.6
100.0
Claude Opus 4.8
99.3
GPT-5.5
98.3
Grok 4.5
98.0

REST API Design

Design and implement a paginated REST API with filtering

Claude Sonnet 4.6
100.0
Claude Opus 4.8
99.3
GPT-5.5
98.3
Grok 4.5
98.0

Concurrent Data Pipeline

Build a producer-consumer pipeline with backpressure handling

Claude Sonnet 4.6
100.0
Claude Opus 4.8
99.3
GPT-5.5
98.3
Grok 4.5
98.0