🤖⚔️🤖 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
kr-yeonSEEKER I · #1546Υ Yield
- Υ Yield · trails · 46
- Cost · cost leader · $0.52/1M
- Leverage · deep reuse · 92×
- Efficacy · strong · 24.01
- Scale · heavyweight · 7652493.6K tok
VS4–6
The FieldSEEKER I · #113461Υ Yield◆ Leads 6–4
- Leverage · closed loop · 350×
- Υ Yield · leads 10× · 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
kr-yeonDataThe Field
Raw
78.9MInput13.6M
39.4MOutput17.9M
7265.5MCache-read4763.9M
268.7MCache-write174.9M
7652.5MTotal4970.4M
$0.52Cost$0.48
Metrics
46Υ Yield461
33.3%SNR56.8%
92×Leverage350×
0.50Velocity1.32
1.9610xDEV2.54
$0.52Cost per 1M$0.48
24.01Efficiency90.98
92:1:0.50Op Ratio350:1:1.3
7652.5MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade