YONGBEOM GWON

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needsbuilder@needsbuilderRank #470Top 28.60% of the fieldARCH

YONGBEOM GWON
ARCH · CLAUDE · 38:1:0.22
§SIGRANK
8Υ YIELD
0.2×8.9×19.3
SNR18%VEL0.2LEV38x⚡1.58SCL10.14EFF10.0x
 YOU FIELD AVG
signalaf.com/user/needsbuilder
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
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OP RATIO38:1:0.22C:I:O3.5:1:0.5

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Global rank#470

PercentileTop 28.60%

Platformclaude

Account age57 days

Lifetime turns7,782

vs. field average▼ 70.6% below average

vs. top operator▼ 99.1% below top

Cascade Layer · Υ

Baseline

T × C × R cascade

0.2×8.9×19.3

Transmission × Commitment × Reuse

Υ Yield

8.4leverage × velocity

V Velocity

0.22output / input

L Leverage

37.8cache_read / input

SNR

18.2%compression alias

10xDEV

1.58log₁₀(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

8.4

Υ Yield

18.2%

SNR

0.22

Velocity

37.8

Leverage

1.58

10xDEV

10.14

Scale V

$0.61

$ / 1M

10.00×

Efficiency

38:1:0.22

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 · 38:1:0.22

Cache read12813.5M92%
Cache create665.4M5%
Input338.9M2%
Output75.2M1%

Υ-layer intensity

SNR
18%
Velocity
0.2
Leverage
37.8
Efficiency
10.00

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