🤖⚔️🤖 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
YongSeok Jang (장용석)ARCH+ · #43510Υ Yield
- Υ Yield · leads 29× · 10
- Cost · cost leader · $0.47/1M
- Leverage · deep reuse · 51×
- Efficacy · strong · 13.02
- Scale · heavyweight · 56329443.3K 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
YongSeok Jang (장용석)DataThe Field
Raw
1061.5MInput258885.9M
217.5MOutput79899.5M
53952.0MCache-read306174.3M
1098.5MCache-write6115.2M
56329.4MTotal651075.0M
$0.47Cost$3.21
Metrics
10Υ Yield0
17.0%SNR23.6%
51×Leverage1×
0.20Velocity0.31
1.7110xDEV0.07
$0.47Cost per 1M$3.21
13.02Efficiency0.38
51:1:0.20Op Ratio1:1:0.31
56329.4MTotal651075.0M