🤖⚔️🤖 Manus ad Manum
Compare AI Operators
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
PandyBASE II · #4778Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.54/1M
- Leverage · deep reuse · 37×
- Efficacy · strong · 9.60
- Scale · heavyweight · 11406855.9K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 53× · 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
PandyDataThe Field
Raw
289.4MInput29.8K
65.4MOutput44.0K
10771.2MCache-read8.9M
280.7MCache-write470.4K
11406.9MTotal9.5M
$0.54Cost$0.55
Metrics
8Υ Yield442
18.4%SNR59.6%
37×Leverage300×
0.23Velocity1.47
1.5710xDEV2.48
$0.54Cost per 1M$0.55
9.60Efficiency79.22
37:1:0.23Op Ratio300:1:1.5
11406.9MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade