| Metric | Value |
|---|---|
| BullMQ wins | 141 |
| Celery wins | 175 |
| Abstains (no tool) | 3 |
| Other tool chosen | 175 |
| Decisive cases | 316 |
| BullMQ win rate (unweighted) | 44.6% |
| 95% CI | 39.2% - 50.1% |
| BullMQ win rate (weighted) | 44.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | BullMQ | Celery | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 6 | 8 | 0 | 5 | 43% |
| DeepSeek Pro 4–4 0813 | Frontier | 10 | 10 | 0 | 7 | 50% |
| DeepSeek R1 | Frontier | 4 | 20 | 0 | 3 | 17% |
| Devstral | Mid | 5 | 10 | 0 | 3 | 33% |
| Gemini Flash 2.5–3.8 | Small | 12 | 8 | 0 | 7 | 60% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 10 | 5 | 2 | 9 | 67% |
| GLM 5 Turbo–5.3 | Frontier | 9 | 3 | 0 | 15 | 75% |
| GPT 5.4–6 Astra | Frontier | 3 | 9 | 0 | 14 | 25% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 3 | 15 | 0 | 8 | 17% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 8 | 7 | 1 | 7 | 53% |
| Haiku | Small | 1 | 17 | 0 | 9 | 6% |
| Kimi 2.5–3 | Frontier | 10 | 3 | 0 | 13 | 77% |
| Llama Maverick | Frontier | 3 | 7 | 0 | 10 | 30% |
| Llama Scout | Small | 0 | 10 | 0 | 13 | 0% |
| MiMo Pro 2–2.6 | Frontier | 9 | 16 | 0 | 2 | 36% |
| MiniMax M 2.7–3 | Frontier | 2 | 2 | 0 | 23 | 50% |
| Mistral Small | Mid | 7 | 0 | 0 | 19 | 100% |
| Opus 4.6–5.5 | Frontier | 14 | 12 | 0 | 1 | 54% |
| Qwen Coder | Mid | 12 | 0 | 0 | 6 | 100% |
| Sonnet 4.6–5.5 | Frontier | 13 | 13 | 0 | 1 | 50% |
| Prompt | Tier | BullMQ | Celery | None | Other | A rate |
|---|---|---|---|---|---|---|
| full-stack-web-app | Intermediate | 75 | 54 | 1 | 44 | 58% |
| full-stack-web-app | Beginner | 9 | 99 | 0 | 63 | 8% |
| full-stack-web-app | Advanced | 57 | 22 | 2 | 68 | 72% |
