🤖⚔️🤖 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
Geosimar G.IGNITER II · #830Υ Yield
- Υ Yield · trails · 30
- Cost · cost leader · $0.92/1M
- Leverage · deep reuse · 61×
- Efficacy · strong · 17.83
- Build Archetype · amplifier
VS0–10
The FieldSEEKER I · #0473Υ Yield◆ Leads 10–0
- Leverage · closed loop · 351×
- Υ Yield · leads 16× · 473
- Cost · cost leader · $0.48/1M
- Velocity · fast · 1.3 o/i
- Efficacy · strong · 91.21
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
Geosimar G.DataThe Field
Raw
2.0MInput12.7M
1.0MOutput17.1M
123.3MCache-read4447.3M
20.2MCache-write164.6M
146.6MTotal4641.7M
$0.92Cost$0.48
Metrics
30Υ Yield473
33.3%SNR57.4%
61×Leverage351×
0.50Velocity1.35
1.7810xDEV2.54
$0.92Cost per 1M$0.48
17.83Efficiency91.21
61:1:0.50Op Ratio351:1:1.3
146.6MTotal4641.7M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade