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
YONGBEOM GWONBASE II · #4788Υ Yield
  • Υ Yield · trails · 8
  • Cost · cost leader · $0.61/1M
  • Leverage · deep reuse · 38×
  • Efficacy · strong · 10.00
  • Scale · heavyweight · 13892976.1K tok
VS46
The FieldSEEKER I · #116442Υ Yield◆ Leads 64
  • Leverage · closed loop · 300×
  • Υ Yield · leads 53× · 442
  • Cost · cost leader · $0.55/1M
  • Velocity · fast · 1.5 o/i
  • Efficacy · strong · 79.22
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓YONGBEOM GWONThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑YONGBEOM GWONThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Υ YIELD · OVERTIMEYONGBEOM GWONThe FieldField avg-10982273463654Field avg 28.28.407-1309-04
YONGBEOM GWONDataThe Field
Raw
338.9MInput29.8K
75.2MOutput44.0K
12813.5MCache-read8.9M
665.4MCache-write470.4K
13893.0MTotal9.5M
$0.61Cost$0.55
Metrics
8Υ Yield442
18.2%SNR59.6%
38×Leverage300×
0.22Velocity1.47
1.5810xDEV2.48
$0.61Cost per 1M$0.55
10.00Efficiency79.22
38:1:0.22Op Ratio300:1:1.5
13893.0MTotal9.5M
⚔ Throw-DownsComing soonChallenge on X

Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade