🤖⚔️🤖 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
YONGBEOM GWONBASE II · #4788Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.61/1M
- Leverage · deep reuse · 38×
- Efficacy · strong · 10.00
- Scale · heavyweight · 13892976.1K tok
VS4–6
The FieldSEEKER I · #116442Υ Yield◆ Leads 6–4
- 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
YONGBEOM GWONDataThe Field
Raw
338.9MInput29.8K
75.2MOutput44.0K
12813.5MCache-read8.9M
665.4MCache-write470.4K
13893.0MTotal9.5M
$0.61Cost$0.55
Metrics
8Υ Yield442
18.2%SNR59.6%
38×Leverage300×
0.22Velocity1.47
1.5810xDEV2.48
$0.61Cost per 1M$0.55
10.00Efficiency79.22
38:1:0.22Op Ratio300:1:1.5
13893.0MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade