🤖⚔️🤖 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
YASH LALPOTUBASE I · #4937Υ Yield
- Υ Yield · trails · 7
- Cost · cost leader · $0.45/1M
- Leverage · deep reuse · 52×
- Efficacy · strong · 13.29
- Scale · heavyweight · 15743662.5K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 60× · 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
YASH LALPOTUDataThe Field
Raw
290.7MInput29.8K
41.2MOutput44.0K
15131.3MCache-read8.9M
280.5MCache-write470.4K
15743.7MTotal9.5M
$0.45Cost$0.55
Metrics
7Υ Yield442
12.4%SNR59.6%
52×Leverage300×
0.14Velocity1.47
1.7210xDEV2.48
$0.45Cost per 1M$0.55
13.29Efficiency79.22
52:1:0.14Op Ratio300:1:1.5
15743.7MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade