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

kim changduk

Arch+
kcd71461@kcd71461Rank #375Top 22.80% of the fieldARCH+
KIM CHANGDUK
ARCH+ · CLAUDE · 66:1:0.25
§SIGRANK
16Υ YIELD
0.2×5.2×51.5
SNR20%VEL0.2LEV66x1.82SCL10.19EFF16.8x
YOU FIELD AVG
signalaf.com/user/kcd71461
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO66:1:0.25C:I:O3.5:1:0.5
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Global rank#375
PercentileTop 22.80%
Platformclaude
Account age63 days
Lifetime turns2,551
vs. field average 43.3% 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 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 · 66:1:0.25
  • Cache read14997.8M96%
  • Cache create291.0M2%
  • Input227.9M1%
  • Output56.0M0%
Υ-layer intensity
  • SNR20%
  • Velocity0.2
  • Leverage65.8
  • Efficiency16.83
SCORE TRAJECTORY-10107-1307-13

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