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

Junseo Bang

Trans
bbang208@bbang208Rank #73Top 4.42% of the fieldTRANSMITTER
JUNSEO BANG
TRANSMITTER · CLAUDE · 539:1:3.4
§SIGRANK
1.8KΥ YIELD
3.4×6.4×24.9
SNR77%VEL3.4LEV539x2.73SCL9.72EFF141.1x
YOU FIELD AVG
signalaf.com/user/bbang208
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO539:1:3.4C:I:O3.5:1:0.5
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Global rank#73
PercentileTop 4.42%
Platformclaude
Account age103 days
Lifetime turns513
vs. field average 73.4% below average
vs. top operator 99.9% below top

Cascade Layer · Υ

Cache Architect
T × C × R cascade

3.4×6.4×24.9

Transmission × Commitment × Reuse

Υ Yield
1.8Kleverage × velocity
V Velocity
3.39output / input
L Leverage
539.3cache_read / input
SNR
77.2%compression alias
10xDEV
2.73log₁₀(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

1.8K
Υ Yield
77.2%
SNR
3.39
Velocity
539.3
Leverage
2.73
10xDEV
9.72
Scale V
$0.52
$ / 1M
141.08×
Efficiency
539:1:3.4
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 · 539:1:3.4
  • Cache read4971.7M95%
  • Cache create199.6M4%
  • Input9.2M0%
  • Output31.2M1%
Υ-layer intensity
  • SNR77%
  • Velocity3.4
  • Leverage539.3
  • Efficiency141.08
SCORE TRAJECTORY (SINGLE SNAPSHOT — NO TREND YET)-10107-13