🤖⚔️🤖 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
Park Hee ChanPOWER II · #4987Υ Yield
- Υ Yield · trails · 7
- Cost · cost leader · $0.50/1M
- Leverage · deep reuse · 38×
- Efficacy · strong · 9.72
- Scale · heavyweight · 28851951.5K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 61× · 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
Park Hee ChanDataThe Field
Raw
723.4MInput29.8K
137.5MOutput44.0K
27504.1MCache-read8.9M
487.0MCache-write470.4K
28852.0MTotal9.5M
$0.50Cost$0.55
Metrics
7Υ Yield442
16.0%SNR59.6%
38×Leverage300×
0.19Velocity1.47
1.5810xDEV2.48
$0.50Cost per 1M$0.55
9.72Efficiency79.22
38:1:0.19Op Ratio300:1:1.5
28852.0MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade