🤖⚔️🤖 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
Zhenhao ZhangARCH+ · #33223Υ Yield◆ Leads 6–4
- Υ Yield · leads 63× · 23
- Cost · cost leader · $0.48/1M
- Leverage · deep reuse · 70×
- Efficacy · strong · 18.03
- Scale · heavyweight · 6551905.4K tok
VS6–4
The FieldIGNITER · #12210.37Υ Yield
- 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
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
Zhenhao ZhangDataThe Field
Raw
89.6MInput258885.9M
29.4MOutput79899.5M
6278.6MCache-read306174.3M
154.3MCache-write6115.2M
6551.9MTotal651075.0M
$0.48Cost$3.21
Metrics
23Υ Yield0
24.7%SNR23.6%
70×Leverage1×
0.33Velocity0.31
1.8510xDEV0.07
$0.48Cost per 1M$3.21
18.03Efficiency0.38
70:1:0.33Op Ratio1:1:0.31
6551.9MTotal651075.0M