🤖⚔️🤖 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
ChangjoTRANSMITTER · #114414Υ Yield◆ Leads 6–4
- Leverage · closed loop · 272×
- Υ Yield · leads 1.1K× · 414
- Cost · cost leader · $0.52/1M
- Velocity · fast · 1.5 o/i
- Efficacy · strong · 71.20
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.
ChangjoDataThe Field
Raw
17.4MInput258885.9M
26.5MOutput79899.5M
4748.9MCache-read306174.3M
188.3MCache-write6115.2M
4981.1MTotal651075.0M
$0.52Cost$3.21
Metrics
414Υ Yield0
60.3%SNR23.6%
272×Leverage1×
1.52Velocity0.31
2.4410xDEV0.07
$0.52Cost per 1M$3.21
71.20Efficiency0.38
272:1:1.5Op Ratio1:1:0.31
4981.1MTotal651075.0M