🤖⚔️🤖 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.
vs
zhangliang973320887TRANSMITTER · #751.7KΥ Yield◆ Leads 6–4
- Leverage · closed loop · 953×
- Υ Yield · leads 4.7K× · 1.7K
- Cost · cost leader · $0.37/1M
- Velocity · fast · 1.8 o/i
- Efficacy · strong · 241.54
VS6–4
The FieldIGNITER · #12130.37Υ 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.
zhangliang973320887DataThe Field
Raw
5.1MInput258885.9M
9.1MOutput79899.5M
4825.7MCache-read306174.3M
57.6MCache-write6115.2M
4897.5MTotal651075.0M
$0.37Cost$3.21
Metrics
1.7KΥ Yield0
64.3%SNR23.6%
953×Leverage1×
1.80Velocity0.31
2.9810xDEV0.07
$0.37Cost per 1M$3.21
241.54Efficiency0.38
953:1:1.8Op Ratio1:1:0.31
4897.5MTotal651075.0M