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

Muhammad Fakhar E Alam

Arch+
mfakharealam@mfakharealamRank #271Top 16.46% of the fieldARCH+
MUHAMMAD FAKHAR E ALAM
ARCH+ · CLAUDE · 85:1:0.55
§SIGRANK
47Υ YIELD
0.5×4.3×35.8
SNR35%VEL0.5LEV85x1.93SCL10.22EFF21.9x
YOU FIELD AVG
signalaf.com/user/mfakharealam
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO85:1:0.55C:I:O3.5:1:0.5
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Global rank#271
PercentileTop 16.46%
Platformclaude
Account age108 days
Lifetime turns4,288
vs. field average 63.5% above average
vs. top operator 95.0% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.5×4.3×35.8

Transmission × Commitment × Reuse

Υ Yield
46.6leverage × velocity
V Velocity
0.55output / input
L Leverage
84.8cache_read / input
SNR
35.5%compression alias
10xDEV
1.93log₁₀(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

46.6
Υ Yield
35.5%
SNR
0.55
Velocity
84.8
Leverage
1.93
10xDEV
10.22
Scale V
$0.51
$ / 1M
21.94×
Efficiency
85:1:0.55
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 · 85:1:0.55
  • Cache read15809.5M96%
  • Cache create441.8M3%
  • Input186.3M1%
  • Output102.4M1%
Υ-layer intensity
  • SNR35%
  • Velocity0.5
  • Leverage84.8
  • Efficiency21.94
SCORE TRAJECTORY-10107-1307-13

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