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
Seungeon ChoiIGNITER I · #137296Υ Yield◆ Leads 73
  • Leverage · closed loop · 1.1K×
  • Υ Yield · trails · 296
  • Cost · cost leader · $0.55/1M
  • Efficacy · strong · 286.11
  • Build Archetype · amplifier
VS73
The FieldSEEKER I · #116442Υ Yield
  • Leverage · closed loop · 300×
  • Υ Yield · leads 1.5× · 442
  • Cost · cost leader · $0.55/1M
  • Velocity · fast · 1.5 o/i
  • Efficacy · strong · 79.22
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓Seungeon ChoiThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑Seungeon ChoiThe 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.
Seungeon ChoiDataThe Field
Raw
285.5KInput29.8K
79.4KOutput44.0K
303.9MCache-read8.9M
22.8MCache-write470.4K
327.1MTotal9.5M
$0.55Cost$0.55
Metrics
296Υ Yield442
21.8%SNR59.6%
1.1K×Leverage300×
0.28Velocity1.47
3.0310xDEV2.48
$0.55Cost per 1M$0.55
286.11Efficiency79.22
1064:1:0.28Op Ratio300:1:1.5
327.1MTotal9.5M
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