🤖⚔️🤖 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
yopiIGNITER I · #1456Υ Yield
- Leverage · closed loop · 112×
- Υ Yield · trails · 56
- Cost · cost leader · $0.52/1M
- Efficacy · strong · 29.35
- Build Archetype · amplifier
VS0–10
The FieldSEEKER I · #113461Υ Yield◆ Leads 10–0
- Leverage · closed loop · 350×
- Υ Yield · leads 8.2× · 461
- Cost · cost leader · $0.48/1M
- Velocity · fast · 1.3 o/i
- Efficacy · strong · 90.98
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
yopiDataThe Field
Raw
3.5MInput13.6M
1.7MOutput17.9M
387.3MCache-read4763.9M
16.5MCache-write174.9M
409.0MTotal4970.4M
$0.52Cost$0.48
Metrics
56Υ Yield461
33.3%SNR56.8%
112×Leverage350×
0.50Velocity1.32
2.0510xDEV2.54
$0.52Cost per 1M$0.48
29.35Efficiency90.98
112:1:0.50Op Ratio350:1:1.3
409.0MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade