Early access — cascade metrics are real (derived from canonical token telemetry); the operator field is a curated seed. Learn more about the data
🤖⚔️🤖 Throw Down

Manus ad Manum

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
KimHyeonBEARER I · #98774Υ Yield◆ Leads 82
  • Leverage · closed loop · 1.6K×
  • Υ Yield · leads 1.8× · 774
  • Cost · cost leader · $0.41/1M
  • Efficacy · strong · 421.41
  • Scale · heavyweight · 1110983.8K tok
VS82
The FieldSEEKER I · #116442Υ Yield
  • Leverage · closed loop · 300×
  • Υ Yield · trails · 442
  • Cost · cost leader · $0.55/1M
  • Velocity · fast · 1.5 o/i
  • Efficacy · strong · 79.22
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓KimHyeonThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑KimHyeonThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
KimHyeonDataThe Field
Raw
658.7KInput29.8K
312.0KOutput44.0K
1076.1MCache-read8.9M
34.0MCache-write470.4K
1111.0MTotal9.5M
$0.41Cost$0.55
Metrics
774Υ Yield442
32.1%SNR59.6%
1.6K×Leverage300×
0.47Velocity1.47
3.2110xDEV2.48
$0.41Cost per 1M$0.55
421.41Efficiency79.22
1634:1:0.47Op Ratio300:1:1.5
1111.0MTotal9.5M
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