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

zhangliang973320887

Trans
@zhangliang973320887Rank #75Top 4.55% of the fieldTRANSMITTER
ZHANGLIANG973320887
TRANSMITTER · CLAUDE · 953:1:1.8
§SIGRANK
1.7KΥ YIELD
1.8×6.3×83.9
SNR64%VEL1.8LEV953x2.98SCL9.69EFF241.5x
YOU FIELD AVG
signalaf.com/user/zhangliang973320887
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO953:1:1.8C:I:O3.5:1:0.5
🏆

Hall of Signal

Where this operator ranks on the all-time record boards — every cascade metric and raw token pillar.

🥇0
🥈0
🥉2
2 top-10 finishes · last updated 2026-07-13

Cascade Metrics

Raw Token Pillars

🔑

Is this your profile?

This operator profile was seeded from public tokscale data — a static snapshot. If that's you, claim it to take ownership: edit your bio, set your handle, link your GitHub, and start submitting live readings via sigrank submit.

Claiming is free. You'll verify ownership by entering your exact tokscale lifetime input token count.

Global rank#75
PercentileTop 4.55%
Platformclaude
Account age22 days
Lifetime turns496
vs. field average 75.0% below average
vs. top operator 99.9% below top

Cascade Layer · Υ

Cache Architect
T × C × R cascade

1.8×6.3×83.9

Transmission × Commitment × Reuse

Υ Yield
1.7Kleverage × velocity
V Velocity
1.80output / input
L Leverage
953.0cache_read / input
SNR
64.3%compression alias
10xDEV
2.98log₁₀(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

1.7K
Υ Yield
64.3%
SNR
1.80
Velocity
953.0
Leverage
2.98
10xDEV
9.69
Scale V
$0.37
$ / 1M
241.54×
Efficiency
953:1:1.8
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 · 953:1:1.8
  • Cache read4825.7M99%
  • Cache create57.6M1%
  • Input5.1M0%
  • Output9.1M0%
Υ-layer intensity
  • SNR64%
  • Velocity1.8
  • Leverage953.0
  • Efficiency241.54
SCORE TRAJECTORY (SINGLE SNAPSHOT — NO TREND YET)-10107-13