🤖⚔️🤖 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
kubaPOWER II · #155239Υ Yield◆ Leads 7–3
- Leverage · closed loop · 371×
- Υ Yield · trails · 239
- Cost · cost leader · $0.38/1M
- Efficacy · strong · 94.30
- Scale · heavyweight · 31708212.1K tok
VS7–3
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 1.8× · 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
kubaDataThe Field
Raw
83.8MInput29.8K
54.1MOutput44.0K
31092.8MCache-read8.9M
477.4MCache-write470.4K
31708.2MTotal9.5M
$0.38Cost$0.55
Metrics
239Υ Yield442
39.2%SNR59.6%
371×Leverage300×
0.65Velocity1.47
2.5710xDEV2.48
$0.38Cost per 1M$0.55
94.30Efficiency79.22
371:1:0.65Op Ratio300:1:1.5
31708.2MTotal9.5M