🤖⚔️🤖 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
Aayush GuptaBASE I · #851.7KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 861×
- Υ Yield · leads 3.8× · 1.7K
- Cost · cost leader · $0.42/1M
- Velocity · fast · 1.9 o/i
- Efficacy · strong · 221.04
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.
Aayush GuptaDataThe Field
Raw
16.8MInput29.8K
32.6MOutput44.0K
14472.2MCache-read8.9M
352.5MCache-write470.4K
14874.1MTotal9.5M
$0.42Cost$0.55
Metrics
1.7KΥ Yield442
66.0%SNR59.6%
861×Leverage300×
1.94Velocity1.47
2.9410xDEV2.48
$0.42Cost per 1M$0.55
221.04Efficiency79.22
861:1:1.9Op Ratio300:1:1.5
14874.1MTotal9.5M