🤖⚔️🤖 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
v1rtlBASE II · #4818Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.47/1M
- Leverage · deep reuse · 60×
- Efficacy · strong · 15.46
- Scale · heavyweight · 12382488.9K 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
v1rtlDataThe Field
Raw
197.0MInput29.8K
27.0MOutput44.0K
11809.8MCache-read8.9M
348.7MCache-write470.4K
12382.5MTotal9.5M
$0.47Cost$0.55
Metrics
8Υ Yield442
12.0%SNR59.6%
60×Leverage300×
0.14Velocity1.47
1.7810xDEV2.48
$0.47Cost per 1M$0.55
15.46Efficiency79.22
60:1:0.14Op Ratio300:1:1.5
12382.5MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade