🤖⚔️🤖 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
Minhyeok ParkIGNITER I · #45310Υ Yield
- Υ Yield · trails · 10
- Cost · cost leader · $0.51/1M
- Leverage · deep reuse · 38×
- Efficacy · strong · 9.59
- Build Archetype · archivist
VS5–5
The FieldSEEKER I · #116442Υ Yield
- Leverage · closed loop · 300×
- Υ Yield · leads 45× · 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.
Minhyeok ParkDataThe Field
Raw
7.3MInput29.8K
1.9MOutput44.0K
275.9MCache-read8.9M
3.5MCache-write470.4K
288.6MTotal9.5M
$0.51Cost$0.55
Metrics
10Υ Yield442
20.8%SNR59.6%
38×Leverage300×
0.26Velocity1.47
1.5810xDEV2.48
$0.51Cost per 1M$0.55
9.59Efficiency79.22
38:1:0.26Op Ratio300:1:1.5
288.6MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade