🤖⚔️🤖 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
Lakshmi Narayanan GSEEKER · #150766Υ Yield
- Leverage · closed loop · 132×
- Υ Yield · trails · 66
- Cost · cost leader · $0.48/1M
- Efficacy · strong · 34.33
- Scale · heavyweight · 32835270.2K tok
VS5–5
The FieldIGNITER · #164180Υ Yield
- Leverage · closed loop · 175×
- Υ Yield · leads 2.7× · 180
- Cost · cost leader · $0.56/1M
- Velocity · fast · 1.0 o/i
- Efficacy · strong · 46.17
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
Lakshmi Narayanan GDataThe Field
Raw
237.4MInput13.4M
118.7MOutput13.8M
31431.4MCache-read2336.7M
1047.7MCache-write119.4M
32835.3MTotal2483.3M
$0.48Cost$0.56
Metrics
66Υ Yield180
33.3%SNR50.7%
132×Leverage175×
0.50Velocity1.03
2.1210xDEV2.24
$0.48Cost per 1M$0.56
34.33Efficiency46.17
132:1:0.50Op Ratio175:1:1.0
32835.3MTotal2483.3M