🤖⚔️🤖 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
zhangliang973320887SEEKER II · #841.7KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 953×
- Υ Yield · leads 3.9× · 1.7K
- Cost · cost leader · $0.37/1M
- Velocity · fast · 1.8 o/i
- Efficacy · strong · 241.54
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.
zhangliang973320887DataThe Field
Raw
5.1MInput29.8K
9.1MOutput44.0K
4825.7MCache-read8.9M
57.6MCache-write470.4K
4897.5MTotal9.5M
$0.37Cost$0.55
Metrics
1.7KΥ Yield442
64.3%SNR59.6%
953×Leverage300×
1.80Velocity1.47
2.9810xDEV2.48
$0.37Cost per 1M$0.55
241.54Efficiency79.22
953:1:1.8Op Ratio300:1:1.5
4897.5MTotal9.5M