🤖⚔️🤖 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
DirtyDataBASE I · #14—Υ Yield
- Cost · cost leader · $1.10/1M
- Cascade · no cache commits — stateless
- Scale · heavyweight · 16213804.3K tok
- Build Archetype · stateless pipe
- Velocity · slow · 0.02 o/i
VS3–7
The FieldSEEKER I · #0473Υ Yield◆ Leads 7–3
- Leverage · closed loop · 351×
- Cost · cost leader · $0.48/1M
- Velocity · fast · 1.3 o/i
- Efficacy · strong · 91.21
- Scale · heavyweight · 4641741.2K tok
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
DirtyDataDataThe Field
Raw
4422.2MInput12.7M
67.6MOutput17.1M
11724.0MCache-read4447.3M
0Cache-write164.6M
16213.8MTotal4641.7M
$1.10Cost$0.48
Metrics
—Υ Yield473
1.5%SNR57.4%
—Leverage351×
0.02Velocity1.35
—10xDEV2.54
$1.10Cost per 1M$0.48
0.67Efficiency91.21
—Op Ratio351:1:1.3
16213.8MTotal4641.7M
Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade