🤖⚔️🤖 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
Taelim Hwang (Limy)ARCH · #4539Υ Yield
- Υ Yield · leads 26× · 9
- Cost · cost leader · $0.61/1M
- Leverage · deep reuse · 48×
- Efficacy · strong · 12.69
- Scale · heavyweight · 12825239.2K 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
Taelim Hwang (Limy)DataThe Field
Raw
247.8MInput258885.9M
49.1MOutput79899.5M
11786.1MCache-read306174.3M
742.2MCache-write6115.2M
12825.2MTotal651075.0M
$0.61Cost$3.21
Metrics
9Υ Yield0
16.5%SNR23.6%
48×Leverage1×
0.20Velocity0.31
1.6810xDEV0.07
$0.61Cost per 1M$3.21
12.69Efficiency0.38
48:1:0.20Op Ratio1:1:0.31
12825.2MTotal651075.0M