🤖⚔️🤖 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
Taelim Hwang (Limy)BASE II · #4619Υ Yield
- Υ Yield · trails · 9
- Cost · cost leader · $0.61/1M
- Leverage · deep reuse · 48×
- Efficacy · strong · 12.69
- Scale · heavyweight · 12825239.2K tok
VS4–6
The FieldSEEKER I · #116442Υ Yield◆ Leads 6–4
- Leverage · closed loop · 300×
- Υ Yield · leads 47× · 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
Taelim Hwang (Limy)DataThe Field
Raw
247.8MInput29.8K
49.1MOutput44.0K
11786.1MCache-read8.9M
742.2MCache-write470.4K
12825.2MTotal9.5M
$0.61Cost$0.55
Metrics
9Υ Yield442
16.5%SNR59.6%
48×Leverage300×
0.20Velocity1.47
1.6810xDEV2.48
$0.61Cost per 1M$0.55
12.69Efficiency79.22
48:1:0.20Op Ratio300:1:1.5
12825.2MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade