🤖⚔️🤖 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
崔鹏飞 Cui PengfeiBEARER III · #250.53Υ Yield
- Υ Yield · trails · 1
- Cost · cost leader · $0.68/1M
- Efficacy · strong · 2.21
- Build Archetype · priming
- Leverage · light reuse · 9×
VS1–9
The FieldSEEKER I · #113461Υ Yield◆ Leads 9–1
- Leverage · closed loop · 350×
- Υ Yield · leads 873× · 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
崔鹏飞 Cui PengfeiDataThe Field
Raw
48.9MInput13.6M
3.0MOutput17.9M
428.0MCache-read4763.9M
2.2MCache-write174.9M
482.1MTotal4970.4M
$0.68Cost$0.48
Metrics
1Υ Yield461
5.7%SNR56.8%
9×Leverage350×
0.06Velocity1.32
0.9410xDEV2.54
$0.68Cost per 1M$0.48
2.21Efficiency90.98
9:1:0.06Op Ratio350:1:1.3
482.1MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade