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

Jiwoo Kim

Arch+
jiwookm@jiwookmRank #219Top 13.29% of the fieldARCH+
JIWOO KIM
ARCH+ · CLAUDE · 145:1:0.58
§SIGRANK
85Υ YIELD
0.6×6.1×40.6
SNR37%VEL0.6LEV145x2.16SCL10.23EFF37.4x
YOU FIELD AVG
signalaf.com/user/jiwookm
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO145:1:0.58C:I:O3.5:1:0.5
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Global rank#219
PercentileTop 13.29%
Platformclaude
Account age113 days
Lifetime turns2,584
vs. field average 197.7% above average
vs. top operator 91.0% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.6×6.1×40.6

Transmission × Commitment × Reuse

Υ Yield
84.9leverage × velocity
V Velocity
0.58output / input
L Leverage
145.3cache_read / input
SNR
36.9%compression alias
10xDEV
2.16log₁₀(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

84.9
Υ Yield
36.9%
SNR
0.58
Velocity
145.3
Leverage
2.16
10xDEV
10.23
Scale V
$0.46
$ / 1M
37.36×
Efficiency
145:1:0.58
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 · 145:1:0.58
  • Cache read16353.0M97%
  • Cache create403.2M2%
  • Input112.6M1%
  • Output65.8M0%
Υ-layer intensity
  • SNR37%
  • Velocity0.6
  • Leverage145.3
  • Efficiency37.36
SCORE TRAJECTORY-10107-1307-13

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