🤖⚔️🤖 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
Junchao YangBASE III · #712.9KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 958×
- Υ Yield · leads 6.6× · 2.9K
- Cost · cost leader · $0.41/1M
- Velocity · fast · 3.0 o/i
- Efficacy · strong · 244.49
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.
Junchao YangDataThe Field
Raw
8.5MInput29.8K
25.6MOutput44.0K
8110.1MCache-read8.9M
143.4MCache-write470.4K
8287.6MTotal9.5M
$0.41Cost$0.55
Metrics
2.9KΥ Yield442
75.1%SNR59.6%
958×Leverage300×
3.02Velocity1.47
2.9810xDEV2.48
$0.41Cost per 1M$0.55
244.49Efficiency79.22
958:1:3.0Op Ratio300:1:1.5
8287.6MTotal9.5M