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

Matt Aitchison

Arch+
mattatcha@mattatchaRank #253Top 15.37% of the fieldARCH+
MATT AITCHISON
ARCH+ · CLAUDE · 119:1:0.50
§SIGRANK
59Υ YIELD
0.5×9.0×26.7
SNR33%VEL0.5LEV119x2.08SCL10.54EFF31.0x
YOU FIELD AVG
signalaf.com/user/mattatcha
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO119:1:0.50C:I:O3.5:1:0.5
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Global rank#253
PercentileTop 15.37%
Platformclaude
Account age157 days
Lifetime turns4,814
vs. field average 107.5% above average
vs. top operator 93.7% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.5×9.0×26.7

Transmission × Commitment × Reuse

Υ Yield
59.2leverage × velocity
V Velocity
0.50output / input
L Leverage
119.0cache_read / input
SNR
33.2%compression alias
10xDEV
2.08log₁₀(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

59.2
Υ Yield
33.2%
SNR
0.50
Velocity
119.0
Leverage
2.08
10xDEV
10.54
Scale V
$0.50
$ / 1M
30.99×
Efficiency
119:1:0.50
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 · 119:1:0.50
  • Cache read32902.8M95%
  • Cache create1232.5M4%
  • Input276.5M1%
  • Output137.4M0%
Υ-layer intensity
  • SNR33%
  • Velocity0.5
  • Leverage119.0
  • Efficiency30.99
SCORE TRAJECTORY (SINGLE SNAPSHOT — NO TREND YET)-10107-13

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