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

muhlawor

Arch+
@MuhlaworRank #308Top 18.72% of the fieldARCH+
MUHLAWOR
ARCH+ · CLAUDE · 128:1:0.24
§SIGRANK
31Υ YIELD
0.2×33.2×15.8
SNR20%VEL0.2LEV128x2.11SCL9.20EFF34.0x
YOU FIELD AVG
signalaf.com/user/muhlawor
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO128:1:0.24C:I:O3.5:1:0.5
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Global rank#308
PercentileTop 18.72%
Platformclaude
Account age20 days
Lifetime turns0
vs. field average 8.8% above average
vs. top operator 96.7% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.2×33.2×15.8

Transmission × Commitment × Reuse

Υ Yield
31.0leverage × velocity
V Velocity
0.24output / input
L Leverage
127.7cache_read / input
SNR
19.5%compression alias
10xDEV
2.11log₁₀(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

31.0
Υ Yield
19.5%
SNR
0.24
Velocity
127.7
Leverage
2.11
10xDEV
9.20
Scale V
$0.55
$ / 1M
34.01×
Efficiency
128:1:0.24
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 · 128:1:0.24
  • Cache read1479.6M93%
  • Cache create93.6M6%
  • Input11.6M1%
  • Output2.8M0%
Υ-layer intensity
  • SNR20%
  • Velocity0.2
  • Leverage127.7
  • Efficiency34.01
SCORE TRAJECTORY (SINGLE SNAPSHOT — NO TREND YET)-10107-13

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