🤖⚔️🤖 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
Jun KangPOWER I · #136302Υ Yield◆ Leads 7–3
- Leverage · closed loop · 325×
- Υ Yield · trails · 302
- Cost · cost leader · $0.45/1M
- Efficacy · strong · 83.98
- Scale · heavyweight · 54083214.4K tok
VS7–3
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 1.5× · 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.
Jun KangDataThe Field
Raw
160.5MInput29.8K
148.9MOutput44.0K
52244.4MCache-read8.9M
1529.4MCache-write470.4K
54083.2MTotal9.5M
$0.45Cost$0.55
Metrics
302Υ Yield442
48.1%SNR59.6%
325×Leverage300×
0.93Velocity1.47
2.5110xDEV2.48
$0.45Cost per 1M$0.55
83.98Efficiency79.22
325:1:0.93Op Ratio300:1:1.5
54083.2MTotal9.5M