Lymphatus/caesium-clt
Caesium Command Line Tools - Lossy/lossless image compression tool
575
Generated Behavioral Tests
96.5%
Best Score
Claude Opus 5 (xhigh)
Results by Model
Hover a point for details · The line marks the Pareto frontier (best score per cost) · Click a point to see model details
Per-Model Results
21 runs| # | Model | Score | Cost | Calls | ||
|---|---|---|---|---|---|---|
| 1 |  |
Claude Opus 5 (xhigh) | 96.5% | $32.05 | 212 | trace → |
| 2 |  |
GPT-5.6 Sol (xhigh) | 96.2% | $3.88 | 33 | trace → |
| 3 | |
GPT 5.5 (xhigh) | 96.2% | $7.95 | 71 | trace → |
| 4 |  |
Gemini 3.7 Flash | 95.8% | $2.29 | 128 | trace → |
| 5 | |
GPT 5.5 (high) | 92.5% | $5.06 | 60 | trace → |
| 6 | |
Claude Opus 4.6 | 92.3% | $11.47 | 294 | trace → |
| 7 |  |
GLM-5.2 | 85.0% | $16.72 | 163 | trace → |
| 8 | |
Gemini 3.5 Flash | 83.5% | $5.51 | 174 | trace → |
| 9 | |
Claude Opus 4.8 (xhigh) | 80.9% | $9.88 | 85 | trace → |
| 10 | |
Claude Opus 4.7 (xhigh) | 76.5% | $9.10 | 164 | trace → |
| 11 | |
GPT 5.5 | 76.3% | $1.35 | 23 | trace → |
| 12 | |
Claude Opus 4.7 | 73.6% | $1.89 | 57 | trace → |
| 13 | |
GPT-5.6 Sol | 72.9% | $1.07 | 17 | trace → |
| 14 | |
Gemini 3.1 Pro | 57.9% | $1.54 | 95 | trace → |
| 15 | |
Claude Haiku 4.5 | 57.6% | $0.86 | 135 | trace → |
| 16 | |
Gemini 3 Flash | 49.4% | $0.40 | 139 | trace → |
| 17 | |
GPT 5.4 mini | 17.2% | $0.04 | 28 | trace → |
| 18 | |
GPT 5 mini | 12.5% | $0.02 | 12 | trace → |
| 19 | |
Claude Sonnet 4.6 | 5.7% | $8.73 | 350 | trace → |
| 20 | |
Gemini 3.6 Flash | 1.6% | $6.01 | 203 | trace → |
| 21 | |
GPT 5.4 | 1.6% | $0.61 | 17 | trace → |
Click a row to replay how that model rebuilt this program, or the model name to open its full run