🤖⚔️🤖 Manus ad Manum
Compare AI Operators
Two operators. One cascade layer. Υ Yield, SNR, Leverage, Velocity, 10xDEV & blended cost — the data tells you not just who's ahead, but where and why.
Operator A
vsOperator B
GeorgeIGNITER III · #479Υ Yield
- Υ Yield · trails · 79
- Cost · cost leader · $0.71/1M
- Leverage · deep reuse · 89×
- Efficacy · strong · 24.29
- Build Archetype · convergent
VS0–10
The FieldSEEKER I · #0473Υ Yield◆ Leads 10–0
- Leverage · closed loop · 351×
- Υ Yield · leads 6.0× · 473
- Cost · cost leader · $0.48/1M
- Velocity · fast · 1.3 o/i
- Efficacy · strong · 91.21
Raw shape↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shape↑ higher is better · ↓ lower is better (cost) — both reach outward when good
GeorgeDataThe Field
Raw
174.7KInput12.7M
155.8KOutput17.1M
15.6MCache-read4447.3M
1.3MCache-write164.6M
17.1MTotal4641.7M
$0.71Cost$0.48
Metrics
79Υ Yield473
47.1%SNR57.4%
89×Leverage351×
0.89Velocity1.35
1.9510xDEV2.54
$0.71Cost per 1M$0.48
24.29Efficiency91.21
89:1:0.89Op Ratio351:1:1.3
17.1MTotal4641.7M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade