Jun Kang
Transjunhkang@junhkangRank #18Top 3.39% of the fieldTRANSMITTER
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Global rank#18
PercentileTop 3.39%
Platformclaude
Account age127 days
Lifetime turns11,606
vs. field average▼ 95.6% below average
vs. top operator▼ 100.0% below top
Cascade Layer · Υ
T × C × R cascade
0.9×10.3×34.2
Transmission × Commitment × Reuse
Υ Yield
301.9leverage × velocityV Velocity
0.93output / inputL Leverage
325.5cache_read / inputSNR
48.1%compression alias10xDEV
2.51log₁₀(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
301.9
Υ Yield
48.1%
SNR
0.93
Velocity
325.5
Leverage
2.51
10xDEV
10.73
Scale V
$0.45
$ / 1M
83.98×
Efficiency
325:1:0.93
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 · 325:1:0.93
- Cache read52244.4M97%
- Cache create1529.4M3%
- Input160.5M0%
- Output148.9M0%
Υ-layer intensity
- SNR48%
- Velocity0.9
- Leverage325.5
- Efficiency83.98