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
Moongil JeonARCH+ · #28041Υ Yield
  • Leverage · closed loop · 198×
  • Υ Yield · leads 112× · 41
  • Cost · cost leader · $0.46/1M
  • Efficacy · strong · 51.61
  • Scale · heavyweight · 1148409.3K tok
VS46
The FieldIGNITER · #12210.37Υ Yield◆ Leads 64
  • Υ Yield · trails · 0
  • Scale · heavyweight · 651074953.4K tok
  • Regime · transient
  • Leverage · light reuse · 1×
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓Moongil JeonThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑Moongil JeonThe 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.
Moongil JeonDataThe Field
Raw
5.5MInput258885.9M
1.1MOutput79899.5M
1098.0MCache-read306174.3M
43.7MCache-write6115.2M
1148.4MTotal651075.0M
$0.46Cost$3.21
Metrics
41Υ Yield0
17.1%SNR23.6%
198×Leverage
0.21Velocity0.31
2.3010xDEV0.07
$0.46Cost per 1M$3.21
51.61Efficiency0.38
198:1:0.21Op Ratio1:1:0.31
1148.4MTotal651075.0M
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