🤖⚔️🤖 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
신현식(hyunsik)BEARER I · #519.3KΥ Yield◆ Leads 9–1
- Leverage · closed loop · 2.6K×
- Υ Yield · leads 21× · 9.3K
- Cost · cost leader · $0.63/1M
- Velocity · fast · 3.6 o/i
- Efficacy · strong · 707.18
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.
신현식(hyunsik)DataThe Field
Raw
366.2KInput29.8K
1.3MOutput44.0K
941.5MCache-read8.9M
93.1MCache-write470.4K
1036.3MTotal9.5M
$0.63Cost$0.55
Metrics
9.3KΥ Yield442
78.3%SNR59.6%
2.6K×Leverage300×
3.61Velocity1.47
3.4110xDEV2.48
$0.63Cost per 1M$0.55
707.18Efficiency79.22
2571:1:3.6Op Ratio300:1:1.5
1036.3MTotal9.5M