🤖⚔️🤖 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
MuzammilPOWER I · #4878Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.52/1M
- Leverage · deep reuse · 45×
- Efficacy · strong · 11.58
- Scale · heavyweight · 40434804.9K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 57× · 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
MuzammilDataThe Field
Raw
854.4MInput29.8K
148.1MOutput44.0K
38145.6MCache-read8.9M
1286.8MCache-write470.4K
40434.8MTotal9.5M
$0.52Cost$0.55
Metrics
8Υ Yield442
14.8%SNR59.6%
45×Leverage300×
0.17Velocity1.47
1.6510xDEV2.48
$0.52Cost per 1M$0.55
11.58Efficiency79.22
45:1:0.17Op Ratio300:1:1.5
40434.8MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade