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
MuzammilARCH · #4798Υ Yield
  • Υ Yield · leads 21× · 8
  • Cost · cost leader · $0.52/1M
  • Leverage · deep reuse · 45×
  • Efficacy · strong · 11.58
  • Scale · heavyweight · 40434804.9K tok
VS46
The FieldIGNITER · #12210.37Υ Yield◆ Leads 64
  • Υ Yield · trails · 0
  • Scale · heavyweight · 651074953.4K tok
  • Regime · transient
  • Leverage · light reuse · 1×
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓MuzammilThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑MuzammilThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Υ YIELD · OVERTIMEMuzammilThe FieldField avg-214710Field avg 28.57.707-0507-13
MuzammilDataThe Field
Raw
854.4MInput258885.9M
148.1MOutput79899.5M
38145.6MCache-read306174.3M
1286.8MCache-write6115.2M
40434.8MTotal651075.0M
$0.52Cost$3.21
Metrics
8Υ Yield0
14.8%SNR23.6%
45×Leverage
0.17Velocity0.31
1.6510xDEV0.07
$0.52Cost per 1M$3.21
11.58Efficiency0.38
45:1:0.17Op Ratio1:1:0.31
40434.8MTotal651075.0M
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