🤖⚔️🤖 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
David BangARCH+ · #34720Υ Yield
- Υ Yield · leads 56× · 20
- Cost · cost leader · $0.47/1M
- Leverage · deep reuse · 71×
- Efficacy · strong · 18.09
- Scale · heavyweight · 135258230.1K 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
David BangDataThe Field
Raw
1843.7MInput258885.9M
531.9MOutput79899.5M
130001.4MCache-read306174.3M
2881.2MCache-write6115.2M
135258.2MTotal651075.0M
$0.47Cost$3.21
Metrics
20Υ Yield0
22.4%SNR23.6%
71×Leverage1×
0.29Velocity0.31
1.8510xDEV0.07
$0.47Cost per 1M$3.21
18.09Efficiency0.38
71:1:0.29Op Ratio1:1:0.31
135258.2MTotal651075.0M