🤖⚔️🤖 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
kim changdukARCH+ · #37516Υ Yield
- Υ Yield · leads 44× · 16
- Cost · cost leader · $0.46/1M
- Leverage · deep reuse · 66×
- Efficacy · strong · 16.83
- Scale · heavyweight · 15572762.5K 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
kim changdukDataThe Field
Raw
227.9MInput258885.9M
56.0MOutput79899.5M
14997.8MCache-read306174.3M
291.0MCache-write6115.2M
15572.8MTotal651075.0M
$0.46Cost$3.21
Metrics
16Υ Yield0
19.7%SNR23.6%
66×Leverage1×
0.25Velocity0.31
1.8210xDEV0.07
$0.46Cost per 1M$3.21
16.83Efficiency0.38
66:1:0.25Op Ratio1:1:0.31
15572.8MTotal651075.0M