🤖⚔️🤖 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
flowPOWER II · #5007Υ Yield
- Υ Yield · trails · 7
- Cost · cost leader · $0.66/1M
- Leverage · deep reuse · 33×
- Efficacy · strong · 8.78
- Scale · heavyweight · 27267731.1K tok
VS4–6
The FieldSEEKER I · #116442Υ Yield◆ Leads 6–4
- Leverage · closed loop · 300×
- Υ Yield · leads 61× · 442
- Cost · cost leader · $0.55/1M
- Velocity · fast · 1.5 o/i
- Efficacy · strong · 79.22
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
flowDataThe Field
Raw
754.7MInput29.8K
165.0MOutput44.0K
24819.7MCache-read8.9M
1528.4MCache-write470.4K
27267.7MTotal9.5M
$0.66Cost$0.55
Metrics
7Υ Yield442
17.9%SNR59.6%
33×Leverage300×
0.22Velocity1.47
1.5210xDEV2.48
$0.66Cost per 1M$0.55
8.78Efficiency79.22
33:1:0.22Op Ratio300:1:1.5
27267.7MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade