🤖⚔️🤖 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
darkest_alexARCH III · #4739Υ Yield
- Υ Yield · trails · 9
- Cost · cost leader · $0.47/1M
- Leverage · deep reuse · 43×
- Efficacy · strong · 11.02
- Scale · heavyweight · 77695417.0K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 50× · 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
darkest_alexDataThe Field
Raw
1724.0MInput29.8K
352.3MOutput44.0K
74597.1MCache-read8.9M
1022.0MCache-write470.4K
77695.4MTotal9.5M
$0.47Cost$0.55
Metrics
9Υ Yield442
17.0%SNR59.6%
43×Leverage300×
0.20Velocity1.47
1.6410xDEV2.48
$0.47Cost per 1M$0.55
11.02Efficiency79.22
43:1:0.20Op Ratio300:1:1.5
77695.4MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade