🤖⚔️🤖 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
Cheng Loke NgARCH+ · #41512Υ Yield
- Υ Yield · leads 33× · 12
- Cost · cost leader · $0.50/1M
- Leverage · deep reuse · 45×
- Efficacy · strong · 11.62
- Scale · heavyweight · 17997862.2K 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
Cheng Loke NgDataThe Field
Raw
379.2MInput258885.9M
100.0MOutput79899.5M
17221.3MCache-read306174.3M
297.4MCache-write6115.2M
17997.9MTotal651075.0M
$0.50Cost$3.21
Metrics
12Υ Yield0
20.9%SNR23.6%
45×Leverage1×
0.26Velocity0.31
1.6610xDEV0.07
$0.50Cost per 1M$3.21
11.62Efficiency0.38
45:1:0.26Op Ratio1:1:0.31
17997.9MTotal651075.0M