Jonathan DeLaigle

Refiner

grndlvl@grndlvlRank #474Top 28.67% of the fieldREFINER II

Global rank#474

PercentileTop 28.67%

Platformclaude

Account age88 days

Lifetime turns0

vs. field average▼ 69.5% below average

vs. top operator▼ 99.1% below top

Cascade Layer · Υ

Baseline

T × C × R cascade

0.2×10.8×15.9

Transmission × Commitment × Reuse

Υ Yield

8.6leverage × velocity

V Velocity

0.22output / input

L Leverage

38.5cache_read / input

SNR

18.3%compression alias

10xDEV

1.59log₁₀(T·C·R)

Cascade metrics are derived from cache token telemetry (Claude Code / API). Υ ≥ 10K with 10xDEV ≥ 3.0 classifies as Cascade Architect. Non-Claude platforms show this section as non-compounding.

Cascade fingerprint

8.6

Υ Yield

18.3%

SNR

0.22

Velocity

38.5

Leverage

1.59

10xDEV

9.32

Scale V

$0.64

$ / 1M

10.28×

Efficiency

38:1:0.22

Op Ratio

Cascade fingerprint

The derived Υ-layer shape, each axis scaled to its display range.

Raw fuel

The four raw pillars, normalized to the largest — the shape of the fuel.

Operating ratio · 38:1:0.22

Cache read1914.6M91%
Cache create120.1M6%
Input49.8M2%
Output11.1M1%

Υ-layer intensity

SNR
18%
Velocity
0.2
Leverage
38.5
Efficiency
10.28

Learn more: Yield (Υ) Metric · Yield Calculator · How to Improve Your Yield

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