Qwen3.5 Plus 02.15

OpenRouter

1000K context$0.40/M input$2.40/M output

1482peak 1499

Avg Score

71.3

Avg Cost

$0.07

Score/$

990.2

Runs

Win/Loss/Draw

Scoring Dimensions

Score Distribution

Category ELOs

multi-languageexpert

2331

code-reviewhard

2219

from-scratchmedium

2111

from-scratchexpert

1783

refactoringexpert

1757

frontendhard

1632

backendhard

1552

code-review

1547

refactoring

1533

from-scratch

1523

full-stackmedium

1515

full-stack

1511

refactoringmedium

1508

backendexpert

1507

full-stackhard

1504

multi-language

1501

backend

1491

debuggingmedium

1480

frontendeasy

1476

from-scratchhard

1467

backendmedium

1462

code-reviewmedium

1460

frontend

1420

frontendmedium

1412

debugginghard

1397

debugging

1394

from-scratcheasy

1368

debuggingexpert

1354

backendeasy

1129

frontendexpert

1114

multi-languagehard

1052

All Results

Task	Category	Score	Duration	Cost
Build CLI tool with subcommands and config	from-scratch	75.5	11m 51s	$1.04
Write integration tests for payment flow	code-review	83.8	14m 37s	$0.42
Build distributed node cluster with gossip protocol	from-scratch	75.0	5m 52s	$0.33
Fix hallucination and context window bugs in RAG agent	backend	83.3	2m 50s	$0.13
Build real-time portfolio risk calculator	backend	81.7	7m 6s	$0.38
Port Python CLI to Rust	multi-language	76.2	4m 21s	$0.12
Code review: identify security vulns	code-review	75.9	1m 5s	$0.02
Implement background job scheduler with persistence	backend	69.5	2m 23s	$0.03
Add i18n with locale routing to Next.js app	full-stack	62.5	9m 30s	$0.05
Fix broken GitHub Actions CI pipeline	debugging	62.4	1m 43s	$0.04
Build terminal UI dashboard	from-scratch	74.3	2m 35s	$0.03
Add streaming SSE endpoint for LLM chat	backend	70.8	4m 23s	$0.05
Fix broken responsive layout	frontend	72.8	2m 28s	$0.05
Write complex SQL report with window functions	backend	85.7	2m 51s	$0.04
Write tests for untested legacy Flask service	code-review	65.0	7m 38s	$0.09
Find and patch all OWASP Top 10 vulnerabilities	debugging	65.8	5m 44s	$0.04
Add virtual scrolling to table rendering 5000 rows	frontend	80.0	2m 53s	$0.05
Fix flaky test suite	debugging	90.9	32.9s	<$0.01
Dockerize Node.js monorepo	full-stack	75.1	2m 53s	$0.03
Add Google OAuth2 login to Express app	full-stack	75.8	4m 52s	$0.05
Fix auth bypass vulnerability	debugging	76.8	3m 17s	$0.04
Build REST API from scratch	from-scratch	78.3	43.6s	<$0.01
Implement Stripe webhook handler	backend	76.3	1m 33s	$0.04
Optimize bloated React bundle under 500KB	frontend	69.6	6m 53s	$0.04
Build RAG pipeline with vector search	backend	50.9	3m 14s	$0.03
Fix 12 WCAG accessibility violations in checkout form	frontend	80.7	5m 52s	$0.07
Refactor monolithic handler to CQRS	refactoring	60.8	5m 14s	$0.06
Add WebSocket real-time updates	full-stack	85.6	31.3s	$0.02
Fix N+1 query in dashboard	backend	83.3	39.4s	<$0.01
Find and fix 4 hidden backdoors in Flask app	debugging	87.0	32.9s	<$0.01
Fix Node.js stream backpressure causing OOM on large files	backend	65.3	1m 56s	$0.04
Build materialized view refresh pipeline for analytics	backend	85.6	2m 25s	$0.03
Build LLM evaluation harness with structured grading	backend	52.5	3m 44s	$0.05
Optimize slow Postgres queries in Flask app	backend	77.7	1m 16s	$0.02
Add file upload with S3 presigned URLs	backend	74.1	2m 38s	$0.05
Debug race condition in worker pool	debugging	82.3	12.4s	<$0.01
Build SaaS admin dashboard from scratch	from-scratch	44.3	5m 24s	$0.07
Fix memory leak in event handler	debugging	49.3	1m 7s	$0.04
Build production website with auth and members area	frontend	60.5	13m 17s	$0.14
Add rate limiting middleware	backend	66.3	1m 6s	$0.02
Fix deadlocking transaction patterns in Flask app	backend	83.1	1m 28s	$0.02
Implement zero-trust API authentication layer	backend	74.1	7m 7s	$0.05
Migrate callback-hell Express app to async/await	refactoring	74.1	5m 2s	$0.03
Split 1100-line god file into proper modules	refactoring	74.8	5m 55s	$0.04
Replace console.log with structured logging	refactoring	55.5	5m 21s	$0.06
Add cursor-based pagination to REST API	backend	46.6	3m 4s	$0.04
Fix React hydration mismatch	frontend	53.9	2m 3s	$0.04
Harden insecure Docker setup with 12 vulnerabilities	code-review	79.0	2m 56s	$0.03
Add slash commands and moderation to Discord bot	backend	65.8	2m 21s	$0.03
Convert React app to PWA with offline support	frontend	77.3	4m 56s	$0.04
Implement multi-tenant row-level security in Postgres	backend	45.5	11m 23s	$0.07
Debug and fix 6 broken database triggers and constraints	debugging	65.1	3m 43s	$0.05
Write Kubernetes manifests for Node.js microservice	full-stack	82.6	39.7s	$0.02
Build MCP server for database management	backend	78.5	1m 42s	$0.03
Add Redis caching layer to Express API	backend	53.9	6m 17s	$0.05
Fix data integrity bugs in denormalized e-commerce schema	debugging	81.7	1m 47s	$0.03
Add retry logic and dead letter queue to Python task queue	backend	79.7	1m 27s	$0.02
Implement transformer inference engine with KV cache	from-scratch	81.7	35.7s	<$0.01
Remove AI slop and over-engineering from codebase	refactoring	85.0	4m 5s	$0.02
Implement JWT auth middleware	backend	55.0	3m 41s	$0.04
Add GraphQL layer over REST API	multi-language	53.6	4m 10s	$0.04
Add caching layer to eliminate slow SSR page loads	full-stack	82.7	3m 21s	$0.03
Build codebase indexer for LLM context windows	from-scratch	46.0	3m 25s	$0.04
Fix race conditions in order matching engine	backend	79.5	2m 58s	$0.04
Zero-downtime schema migration	full-stack	72.6	36.4s	<$0.01