🤖⚔️🤖 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
Karl Woojung KimTRANSMITTER · #479.2KΥ Yield◆ Leads 6–4
- Leverage · closed loop · 1.4K×
- Υ Yield · leads 25.2K× · 9.2K
- Cost · cost leader · $0.61/1M
- Velocity · fast · 6.7 o/i
- Efficacy · strong · 371.67
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.
Karl Woojung KimDataThe Field
Raw
4.6MInput258885.9M
30.9MOutput79899.5M
6360.7MCache-read306174.3M
482.0MCache-write6115.2M
6878.1MTotal651075.0M
$0.61Cost$3.21
Metrics
9.2KΥ Yield0
87.0%SNR23.6%
1.4K×Leverage1×
6.67Velocity0.31
3.1410xDEV0.07
$0.61Cost per 1M$3.21
371.67Efficiency0.38
1376:1:6.7Op Ratio1:1:0.31
6878.1MTotal651075.0M