🤖⚔️🤖 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
Zach LagdenBASE III · #12222Υ Yield
- Leverage · closed loop · 206×
- Υ Yield · trails · 222
- Cost · cost leader · $0.52/1M
- Velocity · fast · 1.1 o/i
- Efficacy · strong · 54.00
VS4–6
The FieldSEEKER I · #113461Υ Yield◆ Leads 6–4
- Leverage · closed loop · 350×
- Υ Yield · leads 2.1× · 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
Zach LagdenDataThe Field
Raw
42.2MInput13.6M
45.4MOutput17.9M
8711.3MCache-read4763.9M
361.1MCache-write174.9M
9159.9MTotal4970.4M
$0.52Cost$0.48
Metrics
222Υ Yield461
51.8%SNR56.8%
206×Leverage350×
1.07Velocity1.32
2.3110xDEV2.54
$0.52Cost per 1M$0.48
54.00Efficiency90.98
206:1:1.1Op Ratio350:1:1.3
9159.9MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade