Early access — cascade metrics are real (derived from canonical token telemetry); the operator field is a curated seed. Learn more about the data
🤖⚔️🤖 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
vs
Operator B
PandyBASE II · #4778Υ Yield
  • Υ Yield · trails · 8
  • Cost · cost leader · $0.54/1M
  • Leverage · deep reuse · 37×
  • Efficacy · strong · 9.60
  • Scale · heavyweight · 11406855.9K tok
VS55
The FieldSEEKER I · #116442Υ Yield
  • Leverage · closed loop · 300×
  • Υ Yield · leads 53× · 442
  • Cost · cost leader · $0.55/1M
  • Velocity · fast · 1.5 o/i
  • Efficacy · strong · 79.22
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓PandyThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑PandyThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Υ YIELD · OVERTIMEPandyThe FieldField avg-10982273463654Field avg 28.28.407-1309-04
PandyDataThe Field
Raw
289.4MInput29.8K
65.4MOutput44.0K
10771.2MCache-read8.9M
280.7MCache-write470.4K
11406.9MTotal9.5M
$0.54Cost$0.55
Metrics
8Υ Yield442
18.4%SNR59.6%
37×Leverage300×
0.23Velocity1.47
1.5710xDEV2.48
$0.54Cost per 1M$0.55
9.60Efficiency79.22
37:1:0.23Op Ratio300:1:1.5
11406.9MTotal9.5M
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Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade