🤖⚔️🤖 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
Jorge RuvalcabaBEARER I · #43011Υ Yield
- Leverage · closed loop · 135×
- Υ Yield · trails · 11
- Cost · cost leader · $0.53/1M
- Efficacy · strong · 35.88
- Scale · heavyweight · 1281241.7K tok
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 39× · 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.
Jorge RuvalcabaDataThe Field
Raw
8.9MInput29.8K
745.0KOutput44.0K
1196.1MCache-read8.9M
75.5MCache-write470.4K
1281.2MTotal9.5M
$0.53Cost$0.55
Metrics
11Υ Yield442
7.8%SNR59.6%
135×Leverage300×
0.08Velocity1.47
2.1310xDEV2.48
$0.53Cost per 1M$0.55
35.88Efficiency79.22
135:1:0.08Op Ratio300:1:1.5
1281.2MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade