🤖⚔️🤖 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
Karthikeyan KKIGNITER I · #2976.9KΥ Yield
- Leverage · closed loop · 16.8K×
- Υ Yield · leads 2.1K× · 976.9K
- Cost · cost leader · $0.52/1M
- Velocity · fast · 58.2 o/i
- Efficacy · strong · 4428.17
VS5–5
The FieldSEEKER I · #0461Υ 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
Karthikeyan KKDataThe Field
Raw
18.2KInput13.6M
1.1MOutput17.9M
305.2MCache-read4763.9M
15.8MCache-write174.9M
322.1MTotal4970.4M
$0.52Cost$0.48
Metrics
976.9KΥ Yield461
98.3%SNR56.8%
16.8K×Leverage350×
58.2Velocity1.32
4.2210xDEV2.54
$0.52Cost per 1M$0.48
4428.17Efficiency90.98
16786:1:58.2Op Ratio350:1:1.3
322.1MTotal4970.4M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade