🤖⚔️🤖 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
SeungwanJoARCH+ · #36918Υ Yield
- Υ Yield · leads 48× · 18
- Cost · cost leader · $0.52/1M
- Leverage · deep reuse · 69×
- Efficacy · strong · 18.06
- Scale · heavyweight · 44664846.3K 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
SeungwanJoDataThe Field
Raw
609.8MInput258885.9M
154.7MOutput79899.5M
42243.3MCache-read306174.3M
1657.0MCache-write6115.2M
44664.8MTotal651075.0M
$0.52Cost$3.21
Metrics
18Υ Yield0
20.2%SNR23.6%
69×Leverage1×
0.25Velocity0.31
1.8410xDEV0.07
$0.52Cost per 1M$3.21
18.06Efficiency0.38
69:1:0.25Op Ratio1:1:0.31
44664.8MTotal651075.0M