🤖⚔️🤖 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
Junhyuk ParkTRANSMITTER · #135268Υ Yield◆ Leads 6–4
- Leverage · closed loop · 247×
- Υ Yield · leads 734× · 268
- Cost · cost leader · $0.51/1M
- Velocity · fast · 1.1 o/i
- Efficacy · strong · 64.69
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.
Junhyuk ParkDataThe Field
Raw
4.8MInput258885.9M
5.2MOutput79899.5M
1176.8MCache-read306174.3M
50.4MCache-write6115.2M
1237.1MTotal651075.0M
$0.51Cost$3.21
Metrics
268Υ Yield0
52.0%SNR23.6%
247×Leverage1×
1.08Velocity0.31
2.3910xDEV0.07
$0.51Cost per 1M$3.21
64.69Efficiency0.38
247:1:1.1Op Ratio1:1:0.31
1237.1MTotal651075.0M