🤖⚔️🤖 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
Thomas ChongSEEKER I · #4759Υ Yield
- Υ Yield · trails · 9
- Cost · cost leader · $0.65/1M
- Leverage · deep reuse · 37×
- Efficacy · strong · 10.02
- Scale · heavyweight · 6164006.2K tok
VS4–6
The FieldSEEKER I · #116442Υ Yield◆ Leads 6–4
- Leverage · closed loop · 300×
- Υ Yield · leads 51× · 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
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
Thomas ChongDataThe Field
Raw
150.1MInput29.8K
34.5MOutput44.0K
5611.5MCache-read8.9M
368.0MCache-write470.4K
6164.0MTotal9.5M
$0.65Cost$0.55
Metrics
9Υ Yield442
18.7%SNR59.6%
37×Leverage300×
0.23Velocity1.47
1.5710xDEV2.48
$0.65Cost per 1M$0.55
10.02Efficiency79.22
37:1:0.23Op Ratio300:1:1.5
6164.0MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade