🤖⚔️🤖 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
Junhyeok ChaeREFINER III · #881.3KΥ Yield◆ Leads 9–1
- Leverage · closed loop · 629×
- Υ Yield · leads 2.9× · 1.3K
- Cost · cost leader · $0.57/1M
- Velocity · fast · 2.0 o/i
- Efficacy · strong · 168.35
VS9–1
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.
Junhyeok ChaeDataThe Field
Raw
2.3MInput29.8K
4.7MOutput44.0K
1464.2MCache-read8.9M
99.4MCache-write470.4K
1570.6MTotal9.5M
$0.57Cost$0.55
Metrics
1.3KΥ Yield442
66.9%SNR59.6%
629×Leverage300×
2.02Velocity1.47
2.8010xDEV2.48
$0.57Cost per 1M$0.55
168.35Efficiency79.22
629:1:2.0Op Ratio300:1:1.5
1570.6MTotal9.5M