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

Shivang Chheda

Arch+
shivang2000@shivang2000Rank #236Top 14.33% of the fieldARCH+
SHIVANG CHHEDA
ARCH+ · CLAUDE · 149:1:0.48
§SIGRANK
71Υ YIELD
0.5×20.4×15.3
SNR32%VEL0.5LEV149x2.17SCL10.42EFF39.8x
YOU FIELD AVG
signalaf.com/user/shivang2000
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO149:1:0.48C:I:O3.5:1:0.5
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Global rank#236
PercentileTop 14.33%
Platformclaude
Account age184 days
Lifetime turns4,851
vs. field average 149.9% above average
vs. top operator 92.4% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.5×20.4×15.3

Transmission × Commitment × Reuse

Υ Yield
71.3leverage × velocity
V Velocity
0.48output / input
L Leverage
148.9cache_read / input
SNR
32.4%compression alias
10xDEV
2.17log₁₀(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

71.3
Υ Yield
32.4%
SNR
0.48
Velocity
148.9
Leverage
2.17
10xDEV
10.42
Scale V
$0.57
$ / 1M
39.78×
Efficiency
149:1:0.48
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 · 149:1:0.48
  • Cache read24499.5M93%
  • Cache create1604.4M6%
  • Input164.5M1%
  • Output78.7M0%
Υ-layer intensity
  • SNR32%
  • Velocity0.5
  • Leverage148.9
  • Efficiency39.78
SCORE TRAJECTORY-10107-1307-13

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