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
홍승표(Seungpyo Hong)BASE III · #3921.9KΥ Yield◆ Leads 91
  • Leverage · closed loop · 1.7K×
  • Υ Yield · leads 50× · 21.9K
  • Cost · cost leader · $0.68/1M
  • Velocity · fast · 12.9 o/i
  • Efficacy · strong · 466.17
VS91
The FieldSEEKER I · #116442Υ Yield
  • Leverage · closed loop · 300×
  • Υ Yield · trails · 442
  • Cost · cost leader · $0.55/1M
  • Velocity · fast · 1.5 o/i
  • Efficacy · strong · 79.22
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓홍승표(Seungpyo Hong)The Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑홍승표(Seungpyo Hong)The 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.
홍승표(Seungpyo Hong)DataThe Field
Raw
4.3MInput29.8K
55.1MOutput44.0K
7276.9MCache-read8.9M
640.6MCache-write470.4K
7976.9MTotal9.5M
$0.68Cost$0.55
Metrics
21.9KΥ Yield442
92.8%SNR59.6%
1.7K×Leverage300×
12.9Velocity1.47
3.2310xDEV2.48
$0.68Cost per 1M$0.55
466.17Efficiency79.22
1702:1:12.9Op Ratio300:1:1.5
7976.9MTotal9.5M
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