Causal Estimation on Real
100MSAStructured Pipeline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Structured PipelineTime (s)=56, Cost ($)=0.2952026.04 | 100 | 17.8 | |
| Adaptive SkillTime (s)=43, Cost ($)=0.1942026.04 | 96.8 | 20.7 | |
| Auto Opt.Time (s)=71, Cost ($)=0.233, Stage=Stage 2 result after automatic skill iteration2026.04 | 96.8 | 15.9 | |
| CAIS Skill (Full)Time (s)=59, Cost ($)=0.2352026.04 | 90.3 | 24.9 | |
| MAS CompilerTime (s)=115, Cost ($)=0.6082026.04 | 90.3 | 27.3 | |
| Claude Code RawTime (s)=34, Cost ($)=0.1072026.04 | 87.1 | 18.3 | |
| Knowledge OnlyTime (s)=55, Cost ($)=0.3052026.04 | 83.9 | 22.3 | |
| CAIS (MAS)Time (s)=123, Cost ($)=0.0862026.04 | 78.3 | 32 | |
| Tools OnlyTime (s)=43, Cost ($)=0.1972026.04 | 48.4 | 10.8 |