🤖⚔️🤖 Throw Down
Manus ad Manum
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
김태경(Taegyeong Kim)SEEKER III · #801.9KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 1.1K×
- Υ Yield · leads 4.4× · 1.9K
- Cost · cost leader · $0.50/1M
- Velocity · fast · 1.7 o/i
- Efficacy · strong · 302.72
VS10–0
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · trails · 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
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
김태경(Taegyeong Kim)DataThe Field
Raw
2.5MInput29.8K
4.1MOutput44.0K
2822.7MCache-read8.9M
151.5MCache-write470.4K
2980.8MTotal9.5M
$0.50Cost$0.55
Metrics
1.9KΥ Yield442
62.7%SNR59.6%
1.1K×Leverage300×
1.68Velocity1.47
3.0610xDEV2.48
$0.50Cost per 1M$0.55
302.72Efficiency79.22
1148:1:1.7Op Ratio300:1:1.5
2980.8MTotal9.5M