🤖⚔️🤖 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
Hyunwoo KimTRANSMITTER · #632.9KΥ Yield◆ Leads 6–4
- Leverage · closed loop · 965×
- Υ Yield · leads 7.8K× · 2.9K
- Cost · cost leader · $0.49/1M
- Velocity · fast · 3.0 o/i
- Efficacy · strong · 252.23
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.
Hyunwoo KimDataThe Field
Raw
3.1MInput258885.9M
9.2MOutput79899.5M
2979.3MCache-read306174.3M
126.2MCache-write6115.2M
3117.7MTotal651075.0M
$0.49Cost$3.21
Metrics
2.9KΥ Yield0
74.8%SNR23.6%
965×Leverage1×
2.97Velocity0.31
2.9810xDEV0.07
$0.49Cost per 1M$3.21
252.23Efficiency0.38
965:1:3.0Op Ratio1:1:0.31
3117.7MTotal651075.0M