🤖⚔️🤖 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
Donghyeon ChoARCH+ · #41712Υ Yield
- Υ Yield · leads 32× · 12
- Cost · cost leader · $0.51/1M
- Leverage · deep reuse · 51×
- Efficacy · strong · 13.31
- Scale · heavyweight · 16051862.1K 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
Donghyeon ChoDataThe Field
Raw
295.9MInput258885.9M
67.7MOutput79899.5M
15228.9MCache-read306174.3M
459.4MCache-write6115.2M
16051.9MTotal651075.0M
$0.51Cost$3.21
Metrics
12Υ Yield0
18.6%SNR23.6%
51×Leverage1×
0.23Velocity0.31
1.7110xDEV0.07
$0.51Cost per 1M$3.21
13.31Efficiency0.38
51:1:0.23Op Ratio1:1:0.31
16051.9MTotal651075.0M