🤖⚔️🤖 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
yopiSEEKER · #24056Υ Yield◆ Leads 6–4
- Leverage · closed loop · 112×
- Υ Yield · leads 154× · 56
- Cost · cost leader · $0.52/1M
- Efficacy · strong · 29.35
- Regime · archival sponge
VS6–4
The FieldIGNITER · #12220.37Υ 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
yopiDataThe Field
Raw
3.5MInput258885.9M
1.7MOutput79899.5M
387.3MCache-read306174.3M
16.5MCache-write6115.2M
409.0MTotal651075.0M
$0.52Cost$3.21
Metrics
56Υ Yield0
33.3%SNR23.6%
112×Leverage1×
0.50Velocity0.31
2.0510xDEV0.07
$0.52Cost per 1M$3.21
29.35Efficiency0.38
112:1:0.50Op Ratio1:1:0.31
409.0MTotal651075.0M