🤖⚔️🤖 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
zhangyangmrBASE I · #156238Υ Yield
- Leverage · closed loop · 286×
- Υ Yield · trails · 238
- Cost · cost leader · $0.42/1M
- Efficacy · strong · 73.22
- Scale · heavyweight · 16895322.4K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 1.9× · 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
zhangyangmrDataThe Field
Raw
57.5MInput29.8K
47.9MOutput44.0K
16443.4MCache-read8.9M
346.6MCache-write470.4K
16895.3MTotal9.5M
$0.42Cost$0.55
Metrics
238Υ Yield442
45.4%SNR59.6%
286×Leverage300×
0.83Velocity1.47
2.4610xDEV2.48
$0.42Cost per 1M$0.55
73.22Efficiency79.22
286:1:0.83Op Ratio300:1:1.5
16895.3MTotal9.5M