🤖⚔️🤖 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
Colby LudwigIGNITER II · #4898Υ Yield
- Υ Yield · trails · 8
- Cost · cost leader · $0.73/1M
- Leverage · deep reuse · 26×
- Efficacy · strong · 6.97
- Build Archetype · builder
VS4–6
The FieldSEEKER I · #116442Υ Yield◆ Leads 6–4
- Leverage · closed loop · 300×
- Υ Yield · leads 59× · 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.
Colby LudwigDataThe Field
Raw
7.2MInput29.8K
2.1MOutput44.0K
186.2MCache-read8.9M
11.5MCache-write470.4K
207.0MTotal9.5M
$0.73Cost$0.55
Metrics
8Υ Yield442
22.5%SNR59.6%
26×Leverage300×
0.29Velocity1.47
1.4110xDEV2.48
$0.73Cost per 1M$0.55
6.97Efficiency79.22
26:1:0.29Op Ratio300:1:1.5
207.0MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade