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
dhanARCH · #4589Υ Yield
  • Υ Yield · leads 25× · 9
  • Cost · cost leader · $0.54/1M
  • Leverage · deep reuse · 42×
  • Efficacy · strong · 10.90
  • Scale · heavyweight · 3905155.5K tok
VS46
The FieldIGNITER · #12210.37Υ Yield◆ Leads 64
  • Υ Yield · trails · 0
  • Scale · heavyweight · 651074953.4K tok
  • Regime · transient
  • Leverage · light reuse · 1×
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓dhanThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑dhanThe 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.
dhanDataThe Field
Raw
87.5MInput258885.9M
19.2MOutput79899.5M
3682.0MCache-read306174.3M
116.5MCache-write6115.2M
3905.2MTotal651075.0M
$0.54Cost$3.21
Metrics
9Υ Yield0
18.0%SNR23.6%
42×Leverage
0.22Velocity0.31
1.6210xDEV0.07
$0.54Cost per 1M$3.21
10.90Efficiency0.38
42:1:0.22Op Ratio1:1:0.31
3905.2MTotal651075.0M
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