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

SEUNGWOO LEE

Arch
lifrary@lifraryRank #450Top 27.38% of the fieldARCH
SEUNGWOO LEE
ARCH · CLAUDE · 48:1:0.20
§SIGRANK
10Υ YIELD
0.2×9.7×24.6
SNR17%VEL0.2LEV48x1.68SCL10.98EFF12.5x
YOU FIELD AVG
signalaf.com/user/lifrary
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO48:1:0.20C:I:O3.5:1:0.5
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Global rank#450
PercentileTop 27.38%
Platformclaude
Account age169 days
Lifetime turns7,776
vs. field average 66.2% below average
vs. top operator 99.0% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.2×9.7×24.6

Transmission × Commitment × Reuse

Υ Yield
9.6leverage × velocity
V Velocity
0.20output / input
L Leverage
47.9cache_read / input
SNR
16.8%compression alias
10xDEV
1.68log₁₀(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

9.6
Υ Yield
16.8%
SNR
0.20
Velocity
47.9
Leverage
1.68
10xDEV
10.98
Scale V
$0.54
$ / 1M
12.50×
Efficiency
48:1:0.20
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 · 48:1:0.20
  • Cache read89722.1M94%
  • Cache create3653.4M4%
  • Input1874.9M2%
  • Output377.3M0%
Υ-layer intensity
  • SNR17%
  • Velocity0.2
  • Leverage47.9
  • Efficiency12.50
SCORE TRAJECTORY-10107-1307-13

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