🤖⚔️🤖 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
GioxaIGNITER III · #120.04Υ Yield
- Υ Yield · trails · 0
- Build Archetype · builder
- Leverage · light reuse · 1×
- Velocity · slow · 0.03 o/i
VS0–10
The FieldSEEKER I · #0473Υ Yield◆ Leads 10–0
- Leverage · closed loop · 351×
- Υ Yield · leads 12.7K× · 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
GioxaDataThe Field
Raw
9.3MInput12.7M
314.9KOutput17.1M
10.2MCache-read4447.3M
2.4MCache-write164.6M
22.2MTotal4641.7M
$2.01Cost$0.48
Metrics
0Υ Yield473
3.3%SNR57.4%
1×Leverage351×
0.03Velocity1.35
0.0410xDEV2.54
$2.01Cost per 1M$0.48
0.35Efficiency91.21
1:1:0.03Op Ratio351:1:1.3
22.2MTotal4641.7M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade