🤖⚔️🤖 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
Junseo BangSEEKER II · #821.8KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 539×
- Υ Yield · leads 4.1× · 1.8K
- Cost · cost leader · $0.52/1M
- Velocity · fast · 3.4 o/i
- Efficacy · strong · 141.08
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.
Junseo BangDataThe Field
Raw
9.2MInput29.8K
31.2MOutput44.0K
4971.7MCache-read8.9M
199.6MCache-write470.4K
5211.7MTotal9.5M
$0.52Cost$0.55
Metrics
1.8KΥ Yield442
77.2%SNR59.6%
539×Leverage300×
3.39Velocity1.47
2.7310xDEV2.48
$0.52Cost per 1M$0.55
141.08Efficiency79.22
539:1:3.4Op Ratio300:1:1.5
5211.7MTotal9.5M