🤖⚔️🤖 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
Taemin LeePOWER I · #4808Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.51/1M
- Leverage · deep reuse · 44×
- Efficacy · strong · 11.41
- Scale · heavyweight · 56377754.2K 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
Taemin LeeDataThe Field
Raw
1209.2MInput29.8K
227.3MOutput44.0K
53367.9MCache-read8.9M
1573.4MCache-write470.4K
56377.8MTotal9.5M
$0.51Cost$0.55
Metrics
8Υ Yield442
15.8%SNR59.6%
44×Leverage300×
0.19Velocity1.47
1.6410xDEV2.48
$0.51Cost per 1M$0.55
11.41Efficiency79.22
44:1:0.19Op Ratio300:1:1.5
56377.8MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade