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
Taeyun ParkREFINER III · #20103.0KΥ Yield◆ Leads 91
  • Leverage · closed loop · 5.2K×
  • Υ Yield · leads 233× · 103.0K
  • Cost · cost leader · $0.60/1M
  • Velocity · fast · 19.8 o/i
  • Efficacy · strong · 1401.81
VS91
The FieldSEEKER I · #116442Υ Yield
  • Leverage · closed loop · 300×
  • Υ Yield · trails · 442
  • Cost · cost leader · $0.55/1M
  • Velocity · fast · 1.5 o/i
  • Efficacy · strong · 79.22
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓Taeyun ParkThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑Taeyun ParkThe 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.
Taeyun ParkDataThe Field
Raw
289.0KInput29.8K
5.7MOutput44.0K
1499.1MCache-read8.9M
115.5MCache-write470.4K
1620.6MTotal9.5M
$0.60Cost$0.55
Metrics
103.0KΥ Yield442
95.2%SNR59.6%
5.2K×Leverage300×
19.8Velocity1.47
3.7110xDEV2.48
$0.60Cost per 1M$0.55
1401.81Efficiency79.22
5188:1:19.8Op Ratio300:1:1.5
1620.6MTotal9.5M
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