🤖⚔️🤖 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
SEUNGWOO LEEARCH III · #45810Υ Yield
- Υ Yield · trails · 10
- Cost · cost leader · $0.54/1M
- Leverage · deep reuse · 48×
- Efficacy · strong · 12.50
- Scale · heavyweight · 95627739.7K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 46× · 442
- Cost · cost leader · $0.55/1M
- Velocity · fast · 1.5 o/i
- Efficacy · strong · 79.22
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
SEUNGWOO LEEDataThe Field
Raw
1874.9MInput29.8K
377.3MOutput44.0K
89722.1MCache-read8.9M
3653.4MCache-write470.4K
95627.7MTotal9.5M
$0.54Cost$0.55
Metrics
10Υ Yield442
16.8%SNR59.6%
48×Leverage300×
0.20Velocity1.47
1.6810xDEV2.48
$0.54Cost per 1M$0.55
12.50Efficiency79.22
48:1:0.20Op Ratio300:1:1.5
95627.7MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade