Muzammil

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humblemuzzu@humblemuzzuRank #479Top 29.16% of the fieldARCH

MUZAMMIL
ARCH · CHATGPT · 45:1:0.17
§SIGRANK
8Υ YIELD
0.2×8.7×29.6
SNR15%VEL0.2LEV45x⚡1.65SCL10.61EFF11.6x
 YOU FIELD AVG
signalaf.com/user/humblemuzzu
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
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OP RATIO45:1:0.17C:I:O3.5:1:0.5

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Global rank#479

PercentileTop 29.16%

Platformchatgpt

Account age289 days

Lifetime turns13,831

vs. field average▼ 72.9% below average

vs. top operator▼ 99.2% below top

Cascade Layer · Υ

Baseline

T × C × R cascade

0.2×8.7×29.6

Transmission × Commitment × Reuse

Υ Yield

7.7leverage × velocity

V Velocity

0.17output / input

L Leverage

44.6cache_read / input

SNR

14.8%compression alias

10xDEV

1.65log₁₀(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

7.7

Υ Yield

14.8%

SNR

0.17

Velocity

44.6

Leverage

1.65

10xDEV

10.61

Scale V

$0.52

$ / 1M

11.58×

Efficiency

45:1:0.17

Op Ratio

Cascade fingerprint

The derived Υ-layer shape, each axis scaled to its display range.

Raw fuel

The four raw pillars, normalized to the largest — the shape of the fuel.

Operating ratio · 45:1:0.17

Cache read38145.6M94%
Cache create1286.8M3%
Input854.4M2%
Output148.1M0%

Υ-layer intensity

SNR
15%
Velocity
0.2
Leverage
44.6
Efficiency
11.58

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