🤖⚔️🤖 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
kangryeonBEARER III · #575.7KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 1.4K×
- Υ Yield · leads 13× · 5.7K
- Cost · cost leader · $0.51/1M
- Velocity · fast · 4.0 o/i
- Efficacy · strong · 379.18
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.
kangryeonDataThe Field
Raw
425.5KInput29.8K
1.7MOutput44.0K
611.9MCache-read8.9M
31.8MCache-write470.4K
645.9MTotal9.5M
$0.51Cost$0.55
Metrics
5.7KΥ Yield442
79.8%SNR59.6%
1.4K×Leverage300×
3.95Velocity1.47
3.1610xDEV2.48
$0.51Cost per 1M$0.55
379.18Efficiency79.22
1438:1:4.0Op Ratio300:1:1.5
645.9MTotal9.5M