🤖⚔️🤖 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
Stark LiuBASE III · #4709Υ Yield
- Υ Yield · trails · 9
- Cost · cost leader · $0.61/1M
- Leverage · deep reuse · 33×
- Efficacy · strong · 8.76
- Scale · heavyweight · 10065178.4K tok
VS4–6
The FieldSEEKER I · #116442Υ Yield◆ Leads 6–4
- Leverage · closed loop · 300×
- Υ Yield · leads 49× · 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.
Stark LiuDataThe Field
Raw
279.4MInput29.8K
74.5MOutput44.0K
9346.8MCache-read8.9M
364.5MCache-write470.4K
10065.2MTotal9.5M
$0.61Cost$0.55
Metrics
9Υ Yield442
21.1%SNR59.6%
33×Leverage300×
0.27Velocity1.47
1.5210xDEV2.48
$0.61Cost per 1M$0.55
8.76Efficiency79.22
33:1:0.27Op Ratio300:1:1.5
10065.2MTotal9.5M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade