🤖⚔️🤖 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
황준환(R&D)TRANSMITTER · #170170Υ Yield◆ Leads 6–4
- Leverage · closed loop · 160×
- Υ Yield · leads 465× · 170
- Cost · cost leader · $0.52/1M
- Velocity · fast · 1.1 o/i
- Efficacy · strong · 41.79
VS6–4
The FieldIGNITER · #12210.37Υ 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
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
황준환(R&D)DataThe Field
Raw
17.3MInput258885.9M
18.3MOutput79899.5M
2777.6MCache-read306174.3M
97.4MCache-write6115.2M
2910.7MTotal651075.0M
$0.52Cost$3.21
Metrics
170Υ Yield0
51.4%SNR23.6%
160×Leverage1×
1.06Velocity0.31
2.2110xDEV0.07
$0.52Cost per 1M$3.21
41.79Efficiency0.38
160:1:1.1Op Ratio1:1:0.31
2910.7MTotal651075.0M