🤖⚔️🤖 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.
vs
김태경(Taegyeong Kim)TRANSMITTER · #711.9KΥ Yield◆ Leads 6–4
- Leverage · closed loop · 1.1K×
- Υ Yield · leads 5.3K× · 1.9K
- Cost · cost leader · $0.50/1M
- Velocity · fast · 1.7 o/i
- Efficacy · strong · 302.72
VS6–4
The FieldIGNITER · #12130.37Υ 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.
김태경(Taegyeong Kim)DataThe Field
Raw
2.5MInput258885.9M
4.1MOutput79899.5M
2822.7MCache-read306174.3M
151.5MCache-write6115.2M
2980.8MTotal651075.0M
$0.50Cost$3.21
Metrics
1.9KΥ Yield0
62.7%SNR23.6%
1.1K×Leverage1×
1.68Velocity0.31
3.0610xDEV0.07
$0.50Cost per 1M$3.21
302.72Efficiency0.38
1148:1:1.7Op Ratio1:1:0.31
2980.8MTotal651075.0M