🤖⚔️🤖 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
Kabir AcharyaARCH I · #93.4KΥ Yield◆ Leads 10–0
- Leverage · closed loop · 967×
- Υ Yield · leads 7.4× · 3.4K
- Cost · cost leader · $0.40/1M
- Velocity · fast · 3.5 o/i
- Efficacy · strong · 246.00
VS10–0
The FieldSEEKER I · #113461Υ Yield
- Leverage · closed loop · 350×
- Υ Yield · trails · 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
Kabir AcharyaDataThe Field
Raw
488.7MInput13.6M
1731.6MOutput17.9M
472794.5MCache-read4763.9M
6385.1MCache-write174.9M
481399.9MTotal4970.4M
$0.40Cost$0.48
Metrics
3.4KΥ Yield461
78.0%SNR56.8%
967×Leverage350×
3.54Velocity1.32
2.9910xDEV2.54
$0.40Cost per 1M$0.48
246.00Efficiency90.98
967:1:3.5Op Ratio350:1:1.3
481399.9MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade