🤖⚔️🤖 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
rickie.p.linSEEKER I · #4888Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.52/1M
- Leverage · deep reuse · 37×
- Efficacy · strong · 9.38
- Scale · heavyweight · 6182651.3K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 58× · 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
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
rickie.p.linDataThe Field
Raw
160.4MInput29.8K
33.4MOutput44.0K
5859.8MCache-read8.9M
129.1MCache-write470.4K
6182.7MTotal9.5M
$0.52Cost$0.55
Metrics
8Υ Yield442
17.2%SNR59.6%
37×Leverage300×
0.21Velocity1.47
1.5610xDEV2.48
$0.52Cost per 1M$0.55
9.38Efficiency79.22
37:1:0.21Op Ratio300:1:1.5
6182.7MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade