🤖⚔️🤖 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
Hyunwoo KimSEEKER III · #722.9KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 965×
- Υ Yield · leads 6.5× · 2.9K
- Cost · cost leader · $0.49/1M
- Velocity · fast · 3.0 o/i
- Efficacy · strong · 252.23
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.
Hyunwoo KimDataThe Field
Raw
3.1MInput29.8K
9.2MOutput44.0K
2979.3MCache-read8.9M
126.2MCache-write470.4K
3117.7MTotal9.5M
$0.49Cost$0.55
Metrics
2.9KΥ Yield442
74.8%SNR59.6%
965×Leverage300×
2.97Velocity1.47
2.9810xDEV2.48
$0.49Cost per 1M$0.55
252.23Efficiency79.22
965:1:3.0Op Ratio300:1:1.5
3117.7MTotal9.5M