🤖⚔️🤖 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
SEUNGWOO LEEARCH · #45010Υ Yield
- Υ Yield · leads 26× · 10
- Cost · cost leader · $0.54/1M
- Leverage · deep reuse · 48×
- Efficacy · strong · 12.50
- Scale · heavyweight · 95627739.7K tok
VS4–6
The FieldIGNITER · #12210.37Υ Yield◆ Leads 6–4
- Υ Yield · trails · 0
- Scale · heavyweight · 651074953.4K tok
- Regime · transient
- Leverage · light reuse · 1×
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
SEUNGWOO LEEDataThe Field
Raw
1874.9MInput258885.9M
377.3MOutput79899.5M
89722.1MCache-read306174.3M
3653.4MCache-write6115.2M
95627.7MTotal651075.0M
$0.54Cost$3.21
Metrics
10Υ Yield0
16.8%SNR23.6%
48×Leverage1×
0.20Velocity0.31
1.6810xDEV0.07
$0.54Cost per 1M$3.21
12.50Efficiency0.38
48:1:0.20Op Ratio1:1:0.31
95627.7MTotal651075.0M