kim changduk

Base

kcd71461@kcd71461Rank #383Top 23.15% of the fieldBASE I

Global rank#383

PercentileTop 23.15%

Platformclaude

Account age63 days

Lifetime turns2,551

vs. field average▼ 42.7% below average

vs. top operator▼ 98.3% below top

Cascade Layer · Υ

Baseline

T × C × R cascade

0.2×5.2×51.5

Transmission × Commitment × Reuse

Υ Yield

16.2leverage × velocity

V Velocity

0.25output / input

L Leverage

65.8cache_read / input

SNR

19.7%compression alias

10xDEV

1.82log₁₀(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

16.2

Υ Yield

19.7%

SNR

0.25

Velocity

65.8

Leverage

1.82

10xDEV

10.19

Scale V

$0.46

$ / 1M

16.83×

Efficiency

66:1:0.25

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 · 66:1:0.25

Cache read14997.8M96%
Cache create291.0M2%
Input227.9M1%
Output56.0M0%

Υ-layer intensity

SNR
20%
Velocity
0.2
Leverage
65.8
Efficiency
16.83

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

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