🤖⚔️🤖 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
Jan-Stefan JanetzkySEEKER III · #76238.5KΥ Yield◆ Leads 7–3
- Leverage · closed loop · 35.3K×
- Υ Yield · leads 13.5K× · 6238.5K
- Cost · cost leader · $0.45/1M
- Velocity · fast · 176.9 o/i
- Efficacy · strong · 9068.57
VS7–3
The FieldSEEKER I · #113461Υ Yield
- Leverage · closed loop · 350×
- Υ Yield · trails · 461
- Cost · cost leader · $0.48/1M
- Velocity · fast · 1.3 o/i
- Efficacy · strong · 90.98
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
Jan-Stefan JanetzkyDataThe Field
Raw
101.8KInput13.6M
18.0MOutput17.9M
3588.1MCache-read4763.9M
85.3MCache-write174.9M
3691.5MTotal4970.4M
$0.45Cost$0.48
Metrics
6238.5KΥ Yield461
99.4%SNR56.8%
35.3K×Leverage350×
176.9Velocity1.32
4.5510xDEV2.54
$0.45Cost per 1M$0.48
9068.57Efficiency90.98
35259:1:176.9Op Ratio350:1:1.3
3691.5MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade