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

aakulshyna

Arch+
@aakulshynaRank #323Top 19.65% of the fieldARCH+
AAKULSHYNA
ARCH+ · CLAUDE · 60:1:0.44
§SIGRANK
26Υ YIELD
0.4×5.6×24.4
SNR30%VEL0.4LEV60x1.78SCL9.92EFF15.7x
YOU FIELD AVG
signalaf.com/user/aakulshyna
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO60:1:0.44C:I:O3.5:1:0.5
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Global rank#323
PercentileTop 19.65%
Platformclaude
Account age178 days
Lifetime turns1,801
vs. field average 7.9% below average
vs. top operator 97.2% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.4×5.6×24.4

Transmission × Commitment × Reuse

Υ Yield
26.3leverage × velocity
V Velocity
0.44output / input
L Leverage
59.9cache_read / input
SNR
30.5%compression alias
10xDEV
1.78log₁₀(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

26.3
Υ Yield
30.5%
SNR
0.44
Velocity
59.9
Leverage
1.78
10xDEV
9.92
Scale V
$0.58
$ / 1M
15.69×
Efficiency
60:1:0.44
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 · 60:1:0.44
  • Cache read7734.1M94%
  • Cache create316.4M4%
  • Input129.2M2%
  • Output56.7M1%
Υ-layer intensity
  • SNR30%
  • Velocity0.4
  • Leverage59.9
  • Efficiency15.69
SCORE TRAJECTORY (SINGLE SNAPSHOT — NO TREND YET)-10107-13

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