Early access — cascade metrics are real (derived from canonical token telemetry); the operator field is a curated seed. Learn more about the data
S

Soo Hyeon Kim

Arch+
kimgooneya@kimgooneyaRank #270Top 16.41% of the fieldARCH+
SOO HYEON KIM
ARCH+ · CLAUDE · 84:1:0.56
§SIGRANK
47Υ YIELD
0.6×5.4×28.0
SNR36%VEL0.6LEV84x1.93SCL10.06EFF22.0x
YOU FIELD AVG
signalaf.com/user/kimgooneya
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO84:1:0.56C:I:O3.5:1:0.5
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Global rank#270
PercentileTop 16.41%
Platformclaude
Account age65 days
Lifetime turns1,812
vs. field average 66.3% above average
vs. top operator 95.0% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.6×5.4×28.0

Transmission × Commitment × Reuse

Υ Yield
47.4leverage × velocity
V Velocity
0.56output / input
L Leverage
84.4cache_read / input
SNR
36.0%compression alias
10xDEV
1.93log₁₀(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

47.4
Υ Yield
36.0%
SNR
0.56
Velocity
84.4
Leverage
1.93
10xDEV
10.06
Scale V
$0.54
$ / 1M
22.00×
Efficiency
84:1:0.56
Op Ratio
Cascade fingerprintSNRVelocityLeverage10xDEVScale VEfficiency

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

Raw fuelInputOutputCache RCache W

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

Operating ratio · 84:1:0.56
  • Cache read10906.8M95%
  • Cache create389.0M3%
  • Input129.2M1%
  • Output72.6M1%
Υ-layer intensity
  • SNR36%
  • Velocity0.6
  • Leverage84.4
  • Efficiency22.00
SCORE TRAJECTORY-10107-1307-13

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