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

Quang Linh

Arch+
kaiz-dev@kaiz-devRank #216Top 13.11% of the fieldARCH+
QUANG LINH
ARCH+ · CLAUDE · 108:1:0.80
§SIGRANK
86Υ YIELD
0.8×5.8×23.1
SNR45%VEL0.8LEV108x2.03SCL9.37EFF28.3x
YOU FIELD AVG
signalaf.com/user/kaiz-dev
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO108:1:0.80C:I:O3.5:1:0.5
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Global rank#216
PercentileTop 13.11%
Platformclaude
Account age65 days
Lifetime turns3,471
vs. field average 203.0% above average
vs. top operator 90.8% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.8×5.8×23.1

Transmission × Commitment × Reuse

Υ Yield
86.4leverage × velocity
V Velocity
0.80output / input
L Leverage
107.6cache_read / input
SNR
44.5%compression alias
10xDEV
2.03log₁₀(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

86.4
Υ Yield
44.5%
SNR
0.80
Velocity
107.6
Leverage
2.03
10xDEV
9.37
Scale V
$0.57
$ / 1M
28.28×
Efficiency
108:1:0.80
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 · 108:1:0.80
  • Cache read2228.4M94%
  • Cache create96.6M4%
  • Input20.7M1%
  • Output16.6M1%
Υ-layer intensity
  • SNR45%
  • Velocity0.8
  • Leverage107.6
  • Efficiency28.28
SCORE TRAJECTORY (SINGLE SNAPSHOT — NO TREND YET)-10107-13

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