🤖⚔️🤖 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
dletterio1POWER III · #10270.97Υ Yield
- Υ Yield · trails · 1
- Cost · cost leader · $0.58/1M
- Leverage · deep reuse · 15×
- Efficacy · strong · 3.97
- Scale · heavyweight · 19231884.3K tok
VS4–6
The FieldSEEKER I · #113461Υ Yield◆ Leads 6–4
- Leverage · closed loop · 350×
- Υ Yield · leads 473× · 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
dletterio1DataThe Field
Raw
1139.8MInput13.6M
71.7MOutput17.9M
17660.3MCache-read4763.9M
360.0MCache-write174.9M
19231.9MTotal4970.4M
$0.58Cost$0.48
Metrics
1Υ Yield461
5.9%SNR56.8%
15×Leverage350×
0.06Velocity1.32
1.1910xDEV2.54
$0.58Cost per 1M$0.48
3.97Efficiency90.98
15:1:0.06Op Ratio350:1:1.3
19231.9MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade