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
Shivang ChhedaARCH+ · #23671Υ Yield◆ Leads 64
  • Leverage · closed loop · 149×
  • Υ Yield · leads 195× · 71
  • Cost · cost leader · $0.57/1M
  • Efficacy · strong · 39.78
  • Scale · heavyweight · 26347170.6K tok
VS64
The FieldIGNITER · #12210.37Υ Yield
  • Υ Yield · trails · 0
  • Scale · heavyweight · 651074953.4K tok
  • Regime · transient
  • Leverage · light reuse · 1×
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓Shivang ChhedaThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑Shivang ChhedaThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Υ YIELD · OVERTIMEShivang ChhedaThe FieldField avg-189366390Field avg 28.571.307-0507-13
Shivang ChhedaDataThe Field
Raw
164.5MInput258885.9M
78.7MOutput79899.5M
24499.5MCache-read306174.3M
1604.4MCache-write6115.2M
26347.2MTotal651075.0M
$0.57Cost$3.21
Metrics
71Υ Yield0
32.4%SNR23.6%
149×Leverage
0.48Velocity0.31
2.1710xDEV0.07
$0.57Cost per 1M$3.21
39.78Efficiency0.38
149:1:0.48Op Ratio1:1:0.31
26347.2MTotal651075.0M
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