🤖⚔️🤖 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
Hojoon YiBASE II · #10440.94Υ Yield
- Υ Yield · trails · 1
- Cost · cost leader · $0.46/1M
- Leverage · deep reuse · 27×
- Efficacy · strong · 6.72
- Scale · heavyweight · 12349458.4K tok
VS3–7
The FieldSEEKER I · #0461Υ Yield◆ Leads 7–3
- Leverage · closed loop · 350×
- Υ Yield · leads 491× · 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
Hojoon YiDataThe Field
Raw
443.1MInput13.6M
15.7MOutput17.9M
11745.1MCache-read4763.9M
145.6MCache-write174.9M
12349.5MTotal4970.4M
$0.46Cost$0.48
Metrics
1Υ Yield461
3.4%SNR56.8%
27×Leverage350×
0.04Velocity1.32
1.4210xDEV2.54
$0.46Cost per 1M$0.48
6.72Efficiency90.98
27:1:0.04Op Ratio350:1:1.3
12349.5MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade