🤖⚔️🤖 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
Nikita ReshetnikSEEKER I · #01.8KΥ Yield◆ Leads 8–2
- Leverage · closed loop · 507×
- Υ Yield · leads 3.9× · 1.8K
- Cost · cost leader · $0.62/1M
- Velocity · fast · 3.6 o/i
- Efficacy · strong · 136.21
VS8–2
The FieldSEEKER I · #0470Υ Yield
- Leverage · closed loop · 349×
- Υ Yield · trails · 470
- Cost · cost leader · $0.48/1M
- Velocity · fast · 1.3 o/i
- Efficacy · strong · 90.90
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
Nikita ReshetnikDataThe Field
Raw
11.0MInput12.7M
39.9MOutput17.1M
5581.4MCache-read4438.6M
381.1MCache-write165.0M
6013.4MTotal4633.4M
$0.62Cost$0.48
Metrics
1.8KΥ Yield470
78.4%SNR57.3%
507×Leverage349×
3.62Velocity1.34
2.7010xDEV2.54
$0.62Cost per 1M$0.48
136.21Efficiency90.90
507:1:3.6Op Ratio349:1:1.3
6013.4MTotal4633.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade