🤖⚔️🤖 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
최병욱POWER III · #4719Υ Yield
- Υ Yield · trails · 9
- Cost · cost leader · $0.52/1M
- Leverage · deep reuse · 48×
- Efficacy · strong · 12.47
- Scale · heavyweight · 26941107.9K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 50× · 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
최병욱DataThe Field
Raw
529.6MInput29.8K
98.3MOutput44.0K
25404.3MCache-read8.9M
908.9MCache-write470.4K
26941.1MTotal9.5M
$0.52Cost$0.55
Metrics
9Υ Yield442
15.7%SNR59.6%
48×Leverage300×
0.19Velocity1.47
1.6810xDEV2.48
$0.52Cost per 1M$0.55
12.47Efficiency79.22
48:1:0.19Op Ratio300:1:1.5
26941.1MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade