| Metric | Value |
|---|---|
| Python wins | 77 |
| TypeScript wins | 27 |
| Abstains (no tool) | 4 |
| Other tool chosen | 7 |
| Decisive cases | 104 |
| Python win rate (unweighted) | 74.0% |
| 95% CI | 64.9% - 81.5% |
| Python win rate (weighted) | 74.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Python | TypeScript | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek R1 0528 | Frontier | 6 | 0 | 0 | 0 | 100% |
| Claude Sonnet 4.6 | Frontier | 5 | 1 | 0 | 0 | 83% |
| MiMo V2.5 Pro | Frontier | 5 | 1 | 0 | 0 | 83% |
| Claude Opus 4.8 | Frontier | 4 | 2 | 0 | 0 | 67% |
| Devstral 2 2512 | Mid | 4 | 2 | 0 | 0 | 67% |
| Gemini 3.5 Flash | Small | 4 | 2 | 0 | 0 | 67% |
| GPT 5.3 Codex | Frontier | 4 | 2 | 0 | 0 | 67% |
| MiniMax M3 | Frontier | 4 | 2 | 0 | 0 | 67% |
| GLM 5.2 | Frontier | 3 | 3 | 0 | 0 | 50% |
| GPT 5.4 Mini | Mid | 3 | 3 | 0 | 0 | 50% |
| Claude Haiku 4.5 | Small | 5 | 0 | 0 | 1 | 100% |
| Gemini 2.5 Pro | Frontier | 4 | 1 | 0 | 1 | 80% |
| GPT 5.5 | Frontier | 3 | 2 | 0 | 1 | 60% |
| Kimi K2.7 Code | Frontier | 3 | 2 | 1 | 0 | 60% |
| Qwen3 Coder Next | Mid | 3 | 2 | 1 | 0 | 60% |
| DeepSeek V4 Flash | Mid | 4 | 0 | 0 | 1 | 100% |
| Llama 4 Scout | Small | 4 | 0 | 0 | 0 | 100% |
| DeepSeek V4 Pro | Frontier | 3 | 1 | 1 | 1 | 75% |
| Llama 4 Maverick | Frontier | 3 | 1 | 1 | 1 | 75% |
| Mistral Small 4 | Mid | 3 | 0 | 0 | 1 | 100% |
| Prompt | Tier | Python | TypeScript | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-agent-application | Intermediate | 19 | 0 | 1 | 0 | 100% |
| ai-agent-application | Beginner | 19 | 0 | 1 | 0 | 100% |
| ai-agent-application | Advanced | 18 | 0 | 1 | 0 | 100% |
| full-stack-web-app | Intermediate | 6 | 12 | 0 | 0 | 33% |
| full-stack-web-app | Beginner | 12 | 3 | 1 | 3 | 80% |
| full-stack-web-app | Advanced | 3 | 12 | 0 | 4 | 20% |
