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Deepseek V4 Flash
OpenRouter
1049K context$0.13/M input$0.50/M output
1641peak 1658
Avg Score
79.6
Avg Cost
$0.06
Score/$
1307.6
Runs
70
Win/Loss/Draw
Scoring Dimensions
Score Distribution
Category ELOs
multi-languagehard
2238from-scratcheasy
2201from-scratchmedium
2173backendeasy
2149frontendhard
1994code-reviewhard
1983frontendexpert
1904refactoringexpert
1870frontendeasy
1837backendexpert
1789from-scratchhard
1769backendhard
1734frontend
1720from-scratch
1706multi-language
1705frontendmedium
1700frontendmaster
1679backendmaster
1671refactoringmedium
1669backend
1668refactoring
1663debuggingexpert
1654full-stackhard
1637full-stack
1632full-stackmedium
1632code-review
1599from-scratchexpert
1594debuggingmedium
1581code-reviewmedium
1577debugging
1540multi-languageexpert
1521backendmedium
1515debugginghard
1478All Results
| Task | Category | Score |
|---|---|---|
| Fix 12 WCAG accessibility violations in checkout form | frontend | 87.5 |
| Build CLI tool with subcommands and config | from-scratch | 69.7 |
| Add streaming SSE endpoint for LLM chat | backend | 71.0 |
| Build 3D browser game with physics and multiplayer sync | frontend | 80.2 |
| Fix and extend Chrome browser extension | frontend | 72.2 |
| Find and patch all OWASP Top 10 vulnerabilities | debugging | 84.4 |
| Migrate callback-hell Express app to async/await | refactoring | 86.2 |
| Build SaaS admin dashboard from scratch | from-scratch | 82.3 |
| Add caching layer to eliminate slow SSR page loads | full-stack | 85.8 |
| Implement zero-trust API authentication layer | backend | 78.3 |
| Add GraphQL layer over REST API | multi-language | 87.8 |
| Build materialized view refresh pipeline for analytics | backend | 82.5 |
| Write integration tests for payment flow | code-review | 80.5 |
| Build real-time portfolio risk calculator | backend | 82.4 |
| Build MCP server for database management | backend | 83.8 |
| Remove AI slop and over-engineering from codebase | refactoring | 84.1 |
| Build distributed node cluster with gossip protocol | from-scratch | 73.5 |
| Write complex SQL report with window functions | backend | 88.3 |
| Port Python CLI to Rust | multi-language | 54.4 |
| Add i18n with locale routing to Next.js app | full-stack | 81.1 |
| Fix hallucination and context window bugs in RAG agent | backend | 86.9 |
| Implement background job scheduler with persistence | backend | 79.8 |
| Fix N+1 query in dashboard | backend | 86.2 |
| Fix auth bypass vulnerability | debugging | 80.3 |
| Harden insecure Docker setup with 12 vulnerabilities | code-review | 88.3 |
| Build REST API from scratch | from-scratch | 90.6 |
| Fix deadlocking transaction patterns in Flask app | backend | 84.3 |
| Build codebase indexer for LLM context windows | from-scratch | 73.3 |
| Migrate Express monolith to modular architecture | backend | 84.4 |
| Find and fix 4 hidden backdoors in Flask app | debugging | 90.9 |
| Split 1100-line god file into proper modules | refactoring | 70.8 |
| Build RAG pipeline with vector search | backend | 73.0 |
| Build interactive data visualization dashboard | frontend | 77.8 |
| Build multi-tool LLM agent runtime | backend | 83.4 |
| Fix memory leak in event handler | debugging | 68.0 |
| Build terminal UI dashboard | from-scratch | 75.6 |
| Fix broken responsive layout | frontend | 80.5 |
| Fix data integrity bugs in denormalized e-commerce schema | debugging | 81.0 |
| Fix React hydration mismatch | frontend | 82.4 |
| Fix race conditions in order matching engine | backend | 90.2 |
| Add rate limiting middleware | backend | 85.6 |
| Fix Node.js stream backpressure causing OOM on large files | backend | 87.2 |
| Optimize slow Postgres queries in Flask app | backend | 88.5 |
| Replace console.log with structured logging | refactoring | 79.2 |
| Add Google OAuth2 login to Express app | full-stack | 70.8 |
| Build LLM evaluation harness with structured grading | backend | 82.1 |
| Add cursor-based pagination to REST API | backend | 66.3 |
| Add virtual scrolling to table rendering 5000 rows | frontend | 77.5 |
| Write tests for untested legacy Flask service | code-review | 63.3 |
| Zero-downtime schema migration | full-stack | 83.8 |
| Implement JWT auth middleware | backend | 65.3 |
| Implement transformer inference engine with KV cache | from-scratch | 78.1 |
| Optimize bloated React bundle under 500KB | frontend | 86.6 |
| Refactor monolithic handler to CQRS | refactoring | 74.7 |
| Debug and fix 6 broken database triggers and constraints | debugging | 85.6 |
| Convert React app to PWA with offline support | frontend | 80.2 |
| Implement multi-tenant row-level security in Postgres | backend | 73.3 |
| Build production website with auth and members area | frontend | 72.9 |
| Fix broken GitHub Actions CI pipeline | debugging | 81.5 |
| Add slash commands and moderation to Discord bot | backend | 79.5 |
| Implement Stripe webhook handler | backend | 67.6 |
| Write Kubernetes manifests for Node.js microservice | full-stack | 86.5 |
| Code review: identify security vulns | code-review | 75.6 |
| Debug race condition in worker pool | debugging | 87.2 |
| Add Redis caching layer to Express API | backend | 76.0 |
| Dockerize Node.js monorepo | full-stack | 76.0 |
| Add file upload with S3 presigned URLs | backend | 66.8 |
| Add WebSocket real-time updates | full-stack | 82.4 |
| Add retry logic and dead letter queue to Python task queue | backend | 81.2 |
| Fix flaky test suite | debugging | 87.8 |