🤖⚔️🤖 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
signal-25b6e106dfSEEKER III · #130.01Υ Yield
- Υ Yield · trails · 0
- Cost · cost leader · $1.55/1M
- Scale · heavyweight · 3920589.9K tok
- Build Archetype · builder
- Leverage · light reuse · 1×
VS2–8
The FieldSEEKER I · #0473Υ Yield◆ Leads 8–2
- Leverage · closed loop · 351×
- Υ Yield · leads 44.9K× · 473
- Cost · cost leader · $0.48/1M
- Velocity · fast · 1.3 o/i
- Efficacy · strong · 91.21
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
signal-25b6e106dfDataThe Field
Raw
1502.9MInput12.7M
10.8MOutput17.1M
2214.1MCache-read4447.3M
192.8MCache-write164.6M
3920.6MTotal4641.7M
$1.55Cost$0.48
Metrics
0Υ Yield473
0.7%SNR57.4%
1×Leverage351×
0.01Velocity1.35
0.1710xDEV2.54
$1.55Cost per 1M$0.48
0.40Efficiency91.21
1:1:0.01Op Ratio351:1:1.3
3920.6MTotal4641.7M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade