🤖⚔️🤖 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
Kaj KowalskiPOWER I · #4828Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.52/1M
- Leverage · deep reuse · 47×
- Efficacy · strong · 12.07
- Scale · heavyweight · 58480711.4K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 54× · 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
Kaj KowalskiDataThe Field
Raw
1186.3MInput29.8K
208.2MOutput44.0K
55203.9MCache-read8.9M
1882.3MCache-write470.4K
58480.7MTotal9.5M
$0.52Cost$0.55
Metrics
8Υ Yield442
14.9%SNR59.6%
47×Leverage300×
0.18Velocity1.47
1.6710xDEV2.48
$0.52Cost per 1M$0.55
12.07Efficiency79.22
47:1:0.18Op Ratio300:1:1.5
58480.7MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade