🤖⚔️🤖 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
KimHyeonBEARER I · #98774Υ Yield◆ Leads 8–2
- Leverage · closed loop · 1.6K×
- Υ Yield · leads 1.8× · 774
- Cost · cost leader · $0.41/1M
- Efficacy · strong · 421.41
- Scale · heavyweight · 1110983.8K tok
VS8–2
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · trails · 442
- Cost · cost leader · $0.55/1M
- Velocity · fast · 1.5 o/i
- Efficacy · strong · 79.22
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.
KimHyeonDataThe Field
Raw
658.7KInput29.8K
312.0KOutput44.0K
1076.1MCache-read8.9M
34.0MCache-write470.4K
1111.0MTotal9.5M
$0.41Cost$0.55
Metrics
774Υ Yield442
32.1%SNR59.6%
1.6K×Leverage300×
0.47Velocity1.47
3.2110xDEV2.48
$0.41Cost per 1M$0.55
421.41Efficiency79.22
1634:1:0.47Op Ratio300:1:1.5
1111.0MTotal9.5M