🤖⚔️🤖 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
Dai Nguyen BaSEEKER I · #181Υ Yield
- Υ Yield · trails · 1
- Cost · cost leader · $0.64/1M
- Leverage · deep reuse · 19×
- Efficacy · strong · 4.91
- Scale · heavyweight · 5805315.6K tok
VS4–6
The FieldSEEKER I · #0461Υ Yield◆ Leads 6–4
- Leverage · closed loop · 350×
- Υ Yield · leads 334× · 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
Dai Nguyen BaDataThe Field
Raw
281.3MInput13.6M
20.9MOutput17.9M
5231.8MCache-read4763.9M
271.3MCache-write174.9M
5805.3MTotal4970.4M
$0.64Cost$0.48
Metrics
1Υ Yield461
6.9%SNR56.8%
19×Leverage350×
0.07Velocity1.32
1.2710xDEV2.54
$0.64Cost per 1M$0.48
4.91Efficiency90.98
19:1:0.07Op Ratio350:1:1.3
5805.3MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade